{
 "metadata": {
  "name": "recognizer-steps"
 }, 
 "nbformat": 2, 
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown", 
     "source": [
      "Recognizer Steps", 
      "=================", 
      "", 
      "Here is a demonstration of the different steps of the recognizer.", 
      "This worksheet may also be useful for debugging the recognizer or segmenter."
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "We add \"..\" to the search path so that we get the `ocrolib` directory we are working in."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "sys.path = [\"..\"]+sys.path"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 1
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "from pylab import *", 
      "import ocrolib; reload(ocrolib)", 
      "from ocrolib import morph; reload(morph)", 
      "from ocrolib import lineseg; reload(lineseg)", 
      "from ocrolib import lineproc; reload(lineproc)", 
      "from ocrolib import segrec; reload(segrec)", 
      "from collections import Counter", 
      "from scipy.ndimage import measurements"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 2
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Loading the Image", 
      "================="
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Select the input image here."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "#fname = \"010023.png\"", 
      "fname = \"010052.png\""
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 3
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Let's read the input image."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "image = ocrolib.read_image_gray(fname)", 
      "figsize(18,6); gray()", 
      "imshow(image)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 4, 
       "text": [
        "<matplotlib.image.AxesImage at 0x4960050>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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++7zlllsIQHyUSiXNZjOHDh3KzMzMBq8zLS2NqampnD59Ov39/RkZGcm//vWv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\nk0Nubi5Wq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      }
     ], 
     "prompt_number": 4
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Input images to the line segmenter should be black-on-white and only contain components from a single line.", 
      "The x-height should be somewhere between 15 and 30 pixels.  ", 
      "", 
      "The line recognizers will check whether line height and other aspects of the image are reasonable and otherwise", 
      "refuse to recognize the line (this can be overridden).", 
      "", 
      "The line recognizer will also attempt to remove noise from the input."
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "The Segmenter", 
      "================="
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Let's run the segmenter, just to see how well it is working by itself."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "reload(lineseg)", 
      "segmenter = lineseg.DPSegmentLine()", 
      "seg = segmenter.charseg(image)", 
      "morph.showlabels(seg)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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aSFMEVgZm/89//sNHH33koZnu4B/OneHtvd43z2pi7sW95Proq23a/Ivg4KYS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\nP9clRjpCJMmRAAAAAElFTkSuQmCC\n"
      }
     ], 
     "prompt_number": 5
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "The Character Recognizer", 
      "========================"
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Now we load the character recognition model."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "if \"cmodel\" not in dir():", 
      "    cmodel = ocrolib.load_component(ocrolib.ocropus_find_file(\"uw3unlv-240-8-40-nogeo.cmodel\"))"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "building index (FIXME)", 
        "[NNIndex identifier"
       ]
      }, 
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        " 41554493d64fde4 ]", 
        "loading /tmp/41554493d64fde4.cache", 
        "finished loading /tmp/41554493d64fde4.cache", 
        "index built", 
        "<llpy.sutils.NNIndex instance at 0x393f2dd0>"
       ]
      }
     ], 
     "prompt_number": 6
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "We can actually run the character recognizer on a single character image.  Here is an example of that.", 
      "", 
      "Note that inputs to the character recognizer are white-on-black."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "from llpy import csclass; reload(csclass)", 
      "figsize(3,3)", 
      "cimage = (seg==1)[:,:50]", 
      "imshow(cimage)", 
      "cmodel.coutputs(cimage)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "pyout", 
       "prompt_number": 7, 
       "text": [
        "[('i', 0.99114769630825439),", 
        " ('~', 0.0058118971048013749),", 
        " ('j', 0.0037740255454831559)]"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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      }
     ], 
     "prompt_number": 7
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "The Line Recognizer", 
      "===================="
     ]
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Here we construct the line recognizer from the segmenter and the character model.", 
      "There is also a space model."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [
      "linerec = ocrolib.CmodelLineRecognizer(cmodel=cmodel,whitespace=\"space.model\",", 
      "                                       maxrange=4,verbose=1,debug_cls=None,", 
      "                                       segmenter=segmenter)", 
      "linerec.use_ligatures = 0", 
      "linerec.maxcost = 10.0", 
      "linerec.nbest = 3", 
      "linerec.display = 0", 
      "linerec.norejects = 1"
     ], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 8
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Now let's run the line recognizer."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "figsize(16,16)", 
      "linerec.recognize(image)", 
      "print linerec.bestpath()", 
      "imshow(linerec.image,interpolation='nearest')"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "infomTation. There is a comprehensive bibliography classif1ed "
       ]
      }, 
      {
       "output_type": "pyout", 
       "prompt_number": 9, 
       "text": [
        "<matplotlib.image.AxesImage at 0x4967c10>"
       ]
      }, 
      {
       "output_type": "display_data", 
       "png": 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      }
     ], 
     "prompt_number": 9
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "Let's look at the output from the line segmenter that the recognizer was actually using."
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "figsize(16,16)", 
      "morph.showlabels(linerec.rseg)"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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k+k3h4CCGk5PYYPXu0KFH+Osvw0UNV1dXuLq6IiUlBRKJBB999JFBmdow0i4A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\nRU5ErkJggg==\n"
      }
     ], 
     "prompt_number": 10
    }, 
    {
     "cell_type": "markdown", 
     "source": [
      "And here we can see the individual characters and their associated outputs.", 
      "", 
      "The special class \"~\" means a reject.", 
      "", 
      "The values here are _costs_, i.e., negative log probabilities (the `coutputs` method for", 
      "the cmodel recognizer outputs posterior probabilities.)"
     ]
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "figsize(16,24)", 
      "for i,c in enumerate(linerec.chars[:256]):", 
      "    subplot(16,16,i+1)", 
      "    xticks([]); yticks([])", 
      "    xlabel(\"%s %.1f\"%(c.outputs[0]))", 
      "    imshow(c.image,interpolation='nearest')", 
      "    "
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "display_data", 
       "png": 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SbjzygmAxvDy0E5TDZBEsolQe6pm0B20IFgkWQ5kxY4Z3+vRpz/M879SpUxVHU/fv3z9m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WAAAg\nAElEQVTTpk3T/Pnz6QUHkAk8kxcIT5WT3yoEYL1/8k/+if7+7/9+3L8dOnRIK1euVF9fn6SPnlm4\nYsWKccc9++yzevTRR7VgwQJJUnNzsw4cOMA0VABA6jQ3N2v//v25af2PPfaY3nnnnXHHuK0/gTRi\nZBHICLfTEtvb27Vx40ZJNyrImpoaAkUAQCoxrR8ojw1ugBQqNmVm7LTEkZERLV68ODct8dvf/rYk\n6ZlnntHjjz+unTt3qr6+XjfffLPWr18fa9oBAIhLZ2enOjo6tG7dOk2dOlVbtmyRdGNa/9KlS7Vj\nx46y9SeQdkxDBSxk2voJihGknWl5rhLyJNLGtjw4irwI2zENFQAAAABQgGARAAAAAFCg5JpFW4f7\nRzHsDxRymy9sz/+A6cbmRfIbEA/qQMA7NrgBAAAAEmJ7cMoATboxDRUAAAAAUMDXyGLUPQi297AA\nALIjaJ3IlFQAbpUrbyg/EAWmoQIpwBQQAABuCLMDRyIIQ7YRLAIAAAAG8hL4jh7rNbj18h4Eztnj\nOliMc+SCKTkAAJNFVSdS/wEATMLIIoACbC8OALBJlIMaSXTiBLmeSiOMfs5NfZ9dBIsAEmN75cNa\nUQAAkGbGB4tMyQEAAEAWhNkJ6XcNY7lz5aNtnn7GB4sAEJUwK1KkX1pHkm2//yt9L2m/vqxK6nNh\nEANZQ7AIAAAyz3GcwLtIEjzALz+dHm4D5vyO0TDXMrple97IcqeN62Bx7JccVq+K1w8+7N4cblzA\nDn6mv8Sx3TiQVWHlGaa2AZDi73hhhNg9RhaBFHBb0AXtYKBARZb56TQNY0dDL+lCZeU+VzdBcNDX\nVzqHm9dnVdi7eAatE8MMOEZf76UjJv81QBQIFvP4zXAsHgYApIXf6W1JnTfM9x49Nv+943g99T2y\nJOqOl1IdfH7fK6t8BYthfZhuv8RiGD4G0iWsntEon03lh+3lU9pHQOiRB2ASP2VqnCOMYZX5XjqO\ngna8JNlJlQaMLP6DsKYixDUdEADSwkv5aUpHodv39npNSfObligeAu7mvF7PE+fr/aTdz7ot2xu2\nJt3/AAoRLAIoy+SGSJYbGWHs3ChF9/2WC+pKfW/lrqnYa/yuLzP5nkY0qqqqit4vbqamlTqfm+NG\n/15VVRVoN8sg3JQVUW0uEvZITbnPPciIXLHzIRpJdbxEzfZ6pdznZUywmJYMG9c6C3obAfu5aexE\nuRnH6N+jXHMdND1uzuvlNbaXi1GJqrwNe3o53195Xjtiwuq4kcpPhQyrnIHd/Nw7+a/32/HitYMn\n/zV+RTEbJuwZF5XOY0ywmDQ/u1CxWNY/Kg5ELejmFG7PCySB+9C7Yp+Zl3Ki1Gduyo6UYXfE+OmE\ncTtSy/2LtPPaaVJuYMhPp06p8/oprwgWARSgIg9fkE283Bwb5gObwxZ0vZrbY21a82iaSh2mYY0c\n57+f3/PH/d25nc0TVsAYxhTzMI73k6/iEvY9kJYZbiYrNR187N+l6D9/L1PR/dxnXs4Zxmjr2OPD\nOGc+gsU8Xm4KLz1p+ef127ALUjj6rcS9njfqTFjsfWxEZTRekKmUbs4T1vmjFPaUPT+viyNfuekt\n9fu6YlOUTPl+gaiMNsL95C0/+SqMUUbb63D4E2fHS9ydPJK/pRN+z+P1dX7PSbCYAX56HMNoWLvN\nMJJ9gZ/XjG7b9QFeuQ3Qxh7n5jWlep8JAKPhtbMlrE5IU6ZyAoBfXqZ8eumEcXNM/vnCLEsJFkMQ\nR8Ml7mAjSBCXRGXvZWGzm3O4acR6mfpHL2q0ov5sk/zuvIzUh3meKKd4hfGaIOUueRFpFLQjJuxG\nZhjrrQCb5I/w5/97WO8hVW5rlnvPsedwkwdTESwygpNtQYb8vYx+ujkv025Qitf7L+hmHKXOMfrv\ncXbqcN9nl9fvnhHGeETREWNKeQN45TYA83KuYv/uNR9EnU/dXlcqgsW0C9rQctODEFXPn59Rkaga\nll6uxU8GDGueOtzjswQAACgUVkcNwWKGVOqhkNz1qvhZm+TldV6VGvYv9h5+g7VKn4/X400Pchit\nT1ZYHURujqHHHyiPMjA4RheB8BXLV1G0MatDPVtIRhdopqmAdhzHioIyrM/c73nCfl2lANLNvZYf\nKJc7Pv9vabqHEb20lXujbCj7AABAISODRdjNtMZukAA0rHnqALwh3wDRIG8B8IJgMSRRjgjQKx8/\nKlMgPOQn2Iw6GECWESzClbRVlmm7nqyyZXq3W2m7niD4HIBokLcAeEGwiAJBRwFMrIi8XpOJ1wAg\nu8aul2akFgDiYVt5G0V62Q0VxrAtQ45lc9pRmo3fq4lptmEHYISL7xsAkhXWwAfBogWodBE37rlk\n8LkDkOhgAWAOpqEidGmo4NJwDVnAlDz4wdpQIHzl8hT5LT1sKj/dptXUa6qUprjSTLAIY5iYUd2y\nOe1IF+5FACYpVSbR0QcTlKszTb5Hi6U7P71hpZ9gEQBKMLW30XRePzM+5/Sx8Ts1Lb1hpSfO6xr7\nXuXuAZMb4YBJ8vNQqXxVLE+xZhHwID/DVKqoWC8CeOd2GtrYvBXFa8i7gLu8FUW+qtRAJX8ibvn3\nb9z3aKn3c5uv/KS33HuWek0pBIshifLGi7vx47bHotzrqQwA7/wU4llj2uhPXLx2eME9t2uaRuV/\n9m5fb/J3Fke+Mvn64V0U9VWUecntPR5XoBiWKEcURxEsIjVKFSA0soB4FGtEV8pvpfJsqdeFkX8p\nAxAWkzsvvOStMPMVdS78MCEvRXGvBjlnqTxV6bxVVVXj8np+YO/1syZYzJhKjbego4pJGU13sczh\n5fVRHQ8AMFOpOs7NyElU9aNt5437PXCD37YL35Fd/HxfY18TdOMbgsUMKRZQjf13v+eL+7WVzuV1\nZ6tK87rzX+dlHjhBZbSo+Mzm93vh+wSAbIl6VI/NlvwzMlj02sCO4osOazE3N2H0Rofb3RwXJwJF\nlBLGvcH9BUSL+hsmouz3h/zsn5HBIsJVrGAJutDX7YNCvW4E4HekqFzA6GXNlJ81VlGuAUlKuc0c\nAAAAkA0Ei3nynxEk+dv5zO97RsHPGj4bA4SkNr6w8bNCcuLaebHU672cg3sbAMySdLmc9PsjfgSL\nGeJmuqbbQsDProflzu+nYcpUDMAb8gwAAGYJ85mIUSBY/AduHwztVhgP2Sx3bNI3DgCYzOsDyeEN\nHQ/ZRL4Csodg8R/4ffZIqfOYytTtuE3/3JCMqBukSTR4S00r9Tuq7+U85DMAAOBF4GAxrI0wTNgB\nNW3o+QXMF1ZZRpmIOAR9Jq3fTdNKHc99D8B2ppdjjCzmiXMzmCAjBEBa+enkKPaasBqlXs8PAOV4\n2aTKtHLGtPQg29zusC9Ff++meYCmOukEACYaGhpSS0uLGhsbNW/ePA0PDxc9rq+vT83NzWpoaFBP\nT0/MqYQNHMex+sdWVVVVFX+QPNvvMxMkXUZktYwBssJXsFgqk7vJ/LYUFm4aGlE1OGjIJK+7u1st\nLS0aGBjQ3Llz1d3dXXDMyMiIli1bpr6+Ph0/flybN29Wf39/AqkFkpN0Q5OGKgAA0WFkEShi+/bt\nWrhwoSRp4cKF2rp1a8ExR44cUX19vaZOnaqJEydqwYIF2rZtW9xJBYDYuO08ddu56qVjltFhAIhf\npoPFpHu0be4Rt3Ga5tq1azVnzhw98sgjWr9+vQYHB7VmzRodOnSo4NjLly+rtrZWklRbW6vLly8X\nHHP+/Hndddddud+nTJmi8+fPR3cBPplyzwD4CPkSAGAD18Gi14otigCH3kRz2DhN87333tPBgwf1\n2muvad++fWpvb9f777+v2bNnl31duR5xhC/IqIWbMsLLaxnRALwhf1TGyCkQjqzkpaQHaDI9sgj/\nbJym2dXVperqajU2Nmrjxo3q7+/XypUrixYitbW1unTpkiTp4sWLuuOOOwqOqaur09mzZ3O/nz17\nVlOmTInuAoAiurq61NDQoObmZu3atavoMW4rGiCNkp4FxCwigHwYRNIDNASLyMnqNM1i2tvbtWHD\nBknShg0b9OSTTxYcM2PGDA0ODur06dO6du2aent71d7eHndSiwqzgDOp8Iyrh9CWnsjjx4+rt7dX\nx48fV19fn/7oj/5I169fLzjOTUVjorQ1VOPIl2Gey5YfRCfpRiqA5AdoXAeLSQ3lpmUI2QZM0/xI\nZ2endu/ercbGRu3du1ednZ2SpAsXLuiJJ56QJE2YMEGvvPKKWltbNW3aNM2fP1/33HNPksmGxU6f\nPq3m5mYtWrRITU1N+r3f+z3t2rVL/+yf/TM1Njbqxz/+ccFrtm3bpi984QuaOHGipk6dqvr6eh05\ncqTgODcVjYloqALJSrqRimj56XihsyYcNg3QMLIYMrc93F/84hfV0NCg6dOn69ixYzGmsDSmaX5k\n0qRJ2rNnjwYGBrRr1y7V1NRIkiZPnqwdO3bkjmtra9OJEyd08uRJvfDCC0kl11pJj0iYNqLxf/7P\n/9GXv/xlvfPOOzpx4oR6e3v1N3/zN1qzZo1Wr15dcPyFCxfG5alSlYObisZENFSB8NnUSAXSyqYB\nGoLFELnt4d65c6dOnjypwcFBfec739Fzzz2XQGqDsX2aJmCiT3ziE/rUpz6lqqoqfepTn9LnPvc5\nSdK9996r06dPuzpHpQoj6ZkaNFSBZNnUSI1alNO5gXJsGqDxFSxGMTXU9N2LfvzjH2v69On64IMP\n9Mtf/lL33nuvjh8/Pu4Ytz3cY3vLZ8+ereHhYWt6+kcxTRMI38c+9rHc/1dXV+umm27K/f+HH35Y\ncHx+5XDu3DnV1dUVHOemookLDVWkiY3ram1qpAKV2JgHvUp6gIaRRZdmzpyp9vZ2ffWrX9WKFSv0\nB3/wB5o2bdq4Y9z2cBc77ty5c9ElPgJM0wSS197erh/+8Ie6du2aTp06pcHBQc2aNavocZUqmrjQ\nUM2OLDTi0r6uNulGKlBJ2vOglPwADcGiB1//+te1a9cu/eQnP9Hy5csL/u6lhzt/igK94wiTn2cO\neXlekWkj/2mR/5nmP/Mx37Rp09TR0aFp06apra1Nr776au64pUuX6ujRo5JKVzSmo6Fqtyw04tK+\nrjbpRmrYmCqaPmnPg5IBAzROCZKs/onChQsXnLvvvtv51Kc+5fzyl78s+Pvbb7/ttLa25n5fvXq1\n093dXXDcM88842zevDn3e1NTk3Pp0qVI0ox0iiKPmJbfgrpy5Yrzuc99zmloaHBaWlqcq1evFj3u\nzTffdJqampz6+vqi+RXJuXLlijN37tyC7/D8+fPO448/njtu586dTmNjo3P33Xc7q1evjiQtSddj\nNubJsXXbxYsXnaampoJjDh48OK7e7Orqcrq6umJLYzEvv/yyM3v2bOfhhx92vve97zkDAwPOn/3Z\nnzlvv/12wbE1NTW5/79+/fq430e9/vrrzpIlS3K/b9q0yVm2bFk0iU8xU9uGldLr5Vhbf8JGHjQL\nI4sePPPMM1q1apX+1b/6V1qxYkXB3932cLe3t2vjxo2SpEOHDqmmpia3iQOAcGRhVCPtEu9NRYEs\nbFDEulogWeRBs0xIOgG22Lhxoz72sY9pwYIFun79uj7zmc9o//79evTRR3PHjJ2KMTIyosWLF+em\nYnz729+WdCPgfPzxx7Vz507V19fr5ptv1vr165O4JCDVtm/frgMHDki6MTXl0UcfLQgYx05NkZSb\nmmLqFCogaaONuJMnT2rVqlV66aWXNH/+/FQ14rq6uiQpt662nNF1tXfeeSfrauGbw5TYcciDZikZ\nLHLjjvf000/r6aeflnRjZ8JivajSjR7utra2gn9/5plnxv3+yiuvhJ9IwAMTG2mVrF27Vr29vbrp\nppu0aNEiPfTQQ9q2bZseeughzZkzZ9yxfkc1Dh8+HO1FAC6ZmEdpxI03uq52xYoVrtbVTp48Wb29\nvdq8eXMCqYWJeQrBkAejxzRUANZgagpgjyxsUJS2DWAA25AHo1flMIQIWMe0IMfEYqS5uVn79+/P\njWo89thjeuedd8Ydc+jQIa1cuVJ9fX2SPnqsQ7E1ycg20/JcJSbkyaGhIXV0dOjMmTOaOnWqtmzZ\nopqaGl24cEFLly7NrTt988039fzzz+eWb7DuFMXYlgdHmZAXgSAIFgGk0vLly3XbbbdpxYoV6u7u\n1vDwcMGaxQ8//FBNTU166623NHnyZM2aNUubN2+mxxEAAEBMQwWQUkxNAQBk3dDQkFpaWtTY2Kh5\n8+ZpeHi46HF9fX1qbm5WQ0ODenp6Yk4lTJbIyOLQ0JDmz5+vd999d9zUlHx9fX25qSlLlixhahgA\nAADg0vLly3X77bdr+fLl6unp0dWrVwtm2YyMjKipqUl79uxRXV2dZs6cySwb5CQyssjzzwAAAIBo\nbd++XQsXLpR04zFSW7duLThm7GOkJk6cmHuMFCAlFCxy4wIAAADerV27VnPmzNEjjzyi9evXa3Bw\nUGvWrCn6WDe/j5E6f/58dBcAq4QWLHLjAvZgDQOQPPIhkDwb8yGPkUKcQgsWuXEBezAVHEge+RBI\nno35cPQxT42Njdq4caP6+/u1cuXKom3n2tpaXbp0SZJ08eJF3XHHHQXH1NXV6ezZs7nfz549qylT\npkR3AbBKaMEiNy5gD6aCA8kjHwLJS3s+bG9v14YNGyRJGzZs0JNPPllwzIwZMzQ4OKjTp0/r2rVr\n6u3tVXt7e9xJhaESWbPIjQuEj6ngQPLIh0DyyIcf4TFSCCqRYJEbFwgfU8GB5JEPgeSRDz8yadIk\n7dmzRwMDA9q1a1fuUXWTJ0/Wjh07cse1tbXpxIkTOnnypF544YWkkgsDTUjiTUdv3HzFbty2trY4\nkwZYq6urS5JyU8HLGZ0KfueddzIVHAgR+RBIHvkQCE8iI4sAksVUcCB55EMgeeRDoDyCRSCDmAoO\nJI98CCSPfAiUV+U4jhP4JDHO5Q4huYB1bFsvQT4FAACwXyJrFgEAsIFtHTX56LgBAAQRS7Dop7KK\no4KmEQAAAAAAxTGyCGREqc4F2ztNAAAAEA2CxZgVa7DTWAcAuEXHDwAgLqEHi0GmRlLRAQAAAIAZ\nGFksw23gWyzI9RI0jx5LsAw/gq5dHft67kEAgGlsr5vYYwI2MypYrJSZbC8sAADZ4rWRWKqec3Me\nOn4AO9meXwmG082oYDFJYe3YGiTD5L/W9sIDAAAAgL1CDxYrBTj0PgDBRZWP2DgDAJBGYdabaa4T\ny31Oab5ulMbIIgAAPoTV+Awy9RQAgCgRLAZARQ4AAGCWqNtnadiYkDYs3CJYBCxBwQ4AAIA4ESz+\ng3K9Q2FsfuPnHGnouQKANImi04aOIACAqYwNFgmQgrP9M6QBBQAA3EiizWDz42pG00tbC5UYGyym\nTZDHbJhQGMWRBkZSyxv7ubj9PsKqBKJ6rIvt3zWVLAAAlVHf24tgEQAAl9i5FECahLFsyiTF0m97\noJo0gsUQ+L0Jk5gC4Pb5OeWOcxzH0zVXyrj5f/d6fqRf0qPrSb8/AP9sz7O2N96j5PezcXtPeDk/\n9QTSimAxA9wUdl4D13KFYqVzuA1KAQBIu6im+QNZQDsyegSLgIXcNiaimjIXZQ9qpbQFXdsatDOD\ntbUoJopOMDf5N4z70PZ72bbGom3ptVnQe5vObYBgEf8gjELQz6gkMMrrfeGmN97LOWkUAMEwDS8Z\ntn/WlLcIoqqqinsoYgSLBvAyBdTPqIafxcte01RVVRV7Y5sKEkge+RDINqbRImkmdPbaft+X+9wI\nFlGW301v3Aab+eePOrOFMYUwDRvwmFCwRvn+fs6Z9OeAaNky6uUmbXGnv1TeqLRRWf4xXs9f7v1s\nlpbn2yWZ/rAePebm3vaD5Qrwy8S6imARqVGqd7PUujMvzyfMP1e510dV+cBOtn/vNjdobU57krzM\nPnF7vJ/3KPYa2/PTWGkJGgEEY3oZQLCInEqVcJgVW7H3CnPDEjdpze/5qxTkud14pdzf09TQCUv+\n5+u3ETr29TY8Nyrs3kN6sgHEibViQDYQLCJSSVUmQTdL8XouL1NiaMxnV6n7xM194bZTxOuoealz\npkFS5Y9J07y98PtMuajeo9zr03Sf2symgDGO+xvww/R8RLAIz0rd1ElV4pUaZpVGBsc2rsOaTlVu\nZIuAsTg3o81eNlwqdh6/a6PCWuvq5u9uA40gz0atdFya7k+m+rkXdZDr5n52+5q03acAss3kuopg\nEZnhJiOW690Z+/pSjRQaL9GKo/ctzCnSo6JY0xVlLzkNcQDwL67N+tyiPEcQBItIrXIBndeAsdhO\nr1LpHQBtEuZGFVRIxY3eU27X0o5ddxnWtL389FQ6hoAx27zcf+XWHbt5XaVjbCxXgTAxfRtJIlhE\nJuU3QGgYZwMNTyA8paZ75ys3lXTs67x2PMVRbqexkZ3Ga0I6eN2JOez3IU8UR7AIhIiCBqW4HZ0e\n/bfRY9yMhOe/xk0a8v897CA6aEOeBq0Z4uhgKbcGPmrlZpHYvnFUseDbzTX5WVvqJg1+Xh+U7eVH\nFOWyFM7u82F9tnEtk/CyWaHt903YCBYBWMXPY1FMFqQxXioAlSoHoVF8RsWmZQd5nmm5c9AzDD/C\n3DTKy7FxzV7xs8lbpdfn/93tqG+Q1wNpEVZd5afjJaxOLIJFy1DIAtkT5uhOVOts3U41LHWs2wZt\nWI1Z2C9oY8vr38M43msDz8s1VsqDfl9f7Lggo6zkUXeCNvTdrI0PIo5dwsu9Loy8Edb5/bxn1B0v\nbjuH3KSBYBGhofB3h4oS+YoFgzbdJ2GMxIQx6jH2ODeVqC2fb1olNSUxik2jxp6/3LFR5usg11dp\n1CLs67CpfEM0guSjsf8W1X0U15roKDpewp6+TLAIKNy591SAMFWUjdRiU1zHGv273wZtudHIYseQ\nF1FKpXswfxTc71rg0b+FMc3c6+sqjd6XW7/s5Zzl0pAvrnWoaeblnohyvXHYZavbPBbkeoKOwnnh\npfMl6o6XSnnRzftX+04d4IKNlUOUabbx8wDcKLd+cpSb6XVjA8qx/1/qGL8IJJElbtc35/+/m7Xh\n5d7Lzb8DaRVWXTX2J6x0Ffv/UowdWWSaUPyCzp82TbnrCesaSk0fHP1b2O8H2MJPr3apCszvOstS\nZQD1CkrJvzf8bhxV7LX554gyqAoyqhTVuma44yZAL1c+ur1//LSzw7g33Uwp9bJuN+jo/+jfo1i/\nH0VdVSmtXvOvm8/P2GDRJn4Xoxd7PaLnZtF4GN8J3ytsFsY0zqTXYhIUopwoN44q9W9pQv5Kjp8R\nXxtkMR9JyT2GxO17EyzCtXI3YVjrHMJWaR2V5K7nuJww1nIA+aK4T9Kyji8N14BgbJ59ZHKaTU6b\n6dysq0b4TP6MTUhbGGkgWEyQ2wAjzput3FSAUuJcNOyHlyC30k6NQYNiEwoO2CfufGRCvkX62Rzw\njWV7+pFNJt23JqUFhYwPFoNO8YQ/UQeJJnyvQUcUi53Pz+grwmfbZx1FcFaqw6dUA50AEQAA5DM+\nWLRNmA0x2xq8pinVWK40Opj/Oq+jrH4XmyOb3ExdimI6d9qDw7SMWiXNtPvEtPRklS35y4SO6TCl\n4Rowng15iWARvpg+9XQsvzt9VdoVL4z3Q7xMuzezKKzd9Mhn9qjU4VapseT1EQ0mMz14IW8B4Yk7\nP/npWGY31ARF9eDQKFV61IOXYMntNsg03u1Hw8I7r9OVg5YnWZvZQLkSnjg3KeN7C4/XTdeKbfdf\naYaUzWUE7Gd6x4sbcZR5lYJBdkMFkDq2Nij9rgP2+sytUudNYsfepJ9namsDAnYxcTQujCDf1rI2\nTnxG4bBhKqZbbjpfTKirvATbBIsGMSmThPF8NTfnM+maYb6gGy8l9SiXKAJFr+LcsTeKLeRLpd/P\nFEUTG/emSuIedHuuoNK8y3CSj4AifyHrynVwFju2FD95yct7V3r/UQSLSIVyjUgqLSSt3JotN8Ft\nsR5JLxsv5Z/P7ft7EcbU2igeUVNunVxUZUMaRhvcXIOfaWB+7ttir09KpU4LN/d61Nfgtz6MKn9F\nkQf93EdBO7GSmJ0RFduncKahjJWiy0thdw4bGyzadPP6HRGw6RqBJIRdOSddwfjJ85VG6f30OobN\npDWYlKtwK427DEf9/l6DK/Ij8pULfPxsdmXqPRZmXeV3hHH0tUHf39hgEQDSIOnGYxwqbWRV7PjR\nys/PSKmXEVJTGxImi+Oe9ROohf1dBh3djGrjqCCzYvJnI7gZlSj2+vx/K3e8m3OOIoAMJiszptJS\nb4ZdV/nJS/lp8HPvECwiFdJecEbJlEI5ymlpfqcqcV954+XzGj3W70gp3010igXxUvi7Wvudnh2U\nm02j3KQh6Dq/Sq/1G1jlT0cr9f5uXh820/KtKfUf0iuqe95PfesXwWJETCsQ04hCHkge+RBIFnkQ\nbpl0rwSdBm7alGiTPtuwESxmiJtezFEEu4iLKSOKAD5SLH9FNdU3zvom7DIh7I0kgCzxGzB6HaUf\nPcbrjIisTPuthGARyKCgDaYwC04vhX7QBd7lKoowptUBkn33kg1pDEu5dbJ+1yKWavC6mcaKYEzK\na2F9n27uQ7ed+zZsBhZ0OrcXBH/+VCedAACAd0NDQ2ppaVFjY6PmzZun4eHhosf19fWpublZDQ0N\n6unpiTmVgHmqqqoK1vKV+93LOcf+AHFwHKfkjy3K5Rk3+apY/iv3U+o1Xt4zSwgWARilUgEf5Jzl\n3qfS8abp7u5WS0uLBgYGNHfuXHV3dxccMzIyomXLlqmvr0/Hjx/X5s2b1d/fn0BqgeSUa0zb8AN3\nkmjcE1AgCwgWgSIYtYHptm/froULF0qSFi5cqK1btxYcc+TIEdXX12vq1KmaOHGiFixYoG3btsWd\nVN9szYc09JEWtubBNDBxV9qoy7WkR+hNDfyTzocEixnidYg+y9IyahNWT3VU9/C32h8AACAASURB\nVEfSPfam9fivXbtWc+bM0SOPPKL169drcHBQa9as0aFDhwqOvXz5smprayVJtbW1unz5csEx58+f\n11133ZX7fcqUKTp//nzo6Y5KWvIhYCvyIMKSdH1tWn3vRdL5kGAxxZLOWDZnzCyM2sA87733ng4e\nPKjXXntN+/btU3t7u95//33Nnj277OtKBfG2d/yQD+2WdG84grM1D0bd8R1Xx3rY71PsfH7aXkm3\n0bIm6XxIsIjMYNQGpuvq6lJ1dbUaGxu1ceNG9ff3a+XKlUUbC7W1tbp06ZIk6eLFi7rjjjsKjqmr\nq9PZs2dzv589e1ZTpkyJ7gJcSGs+DKujy8TOM7+S7g1HcWnNg4BNbMqHBIvIjDSN2sQxOsu0ZLO1\nt7drw4YNkqQNGzboySefLDhmxowZGhwc1OnTp3Xt2jX19vaqvb097qSOk6Z8iPKS7g2Pg42jp+RB\n+0SxyVtQNndkmcCmfMhzFvP4ufGLvYbC0zxdXV2SlBu1KWd01ObOO++0atQG2dHZ2amOjg6tW7dO\nU6dO1ZYtWyRJFy5c0NKlS7Vjxw5NmDBBr7zyilpbWzUyMqLFixfrnnvuSTTd5EO7rV27Vr29vbrp\nppu0aNEiPfTQQ9q2bZseeughzZkzZ9yxfnvDDx8+HO1FhGh09HT58uXq6elRd3d3wQjq6Ojpnj17\nVFdXp5kzZ6q9vT2xvJilPOj3OYymtuHcPIPRz2NfED+b8iEji0ARto7a4CNue/z/8A//ULW1tbrv\nvvtiTmEwkyZN0p49ezQwMKBdu3appqZGkjR58mTt2LEjd1xbW5tOnDihkydP6oUXXkgqub6Yng9t\nnybqh0294XFI++ip6XkQsHF036vE86ETAklFf8IW9jmjTHOpzyTMnyRduXLF+dznPuc0NDQ4LS0t\nztWrV4se9+abbzpNTU1OfX29093dHXMq/bty5Yozd+7cgus7f/688/jjj+eO27lzp9PY2Ojcfffd\nzurVqyNLT1zfdxruzVFf+cpXnJ6eHsdxHKe7u9tZsWJF0eP++3//785Pf/pT5957740zeXDBhHxo\nyn1uY15sampyLl686DiO41y4cMFpamoqOObtt992Wltbc7+vXr068bri5ZdfdmbPnu08/PDDzve+\n9z1nYGDA+bM/+zPn7bffLji2pqYm9//Xr18f9/uo119/3VmyZEnu902bNjnLli2LJvEhMyEPOk48\nbaok22tJp8/mOt9NXf/hhx86d999t3Pq1Cnn2rVrzvTp053jx4/HnVTfks6HBIsRpZnMaX/mNElc\n33ca7s1RTU1NzqVLlxzHcZyLFy8WbaiOOnXqFMEiijLlPrcxL37lK1/JBX5dXV1F64lf//rXzic/\n+Unn1KlTzgcffGBEPdHZ2emMjIw4J06ccP7gD/7AaW5udl588UXn+vXrBcfmB4e33nprwTFvvPGG\ntcGiKZIOhqKuE5NOn811vpu6/uDBg+M6pbq6upyurq7Y0mg7pqHCl7RPvYGZwt49DAii1CZQXp9f\nm9bn3XZ2dmr37t1qbGzU3r171dnZKenGutonnnhCksatq502bZrmz59vxLratO9KDLM4BjyuLMhP\n2GzaKTQLCBaRQ+Y0W5gNSlsbp2GvlwIQHdbV3sCavuCSDoZMC6bSjrXRZmE3VOSMZs6TJ09q1apV\neumllzR//nwyJ4wR9u5hABCErbsSAyazaafQLCBYzJPlAIfMiTQZ7fFfsWJFyR5/ICxu6g62tE+f\n0dHTfMVGT9va2uJMGpAJbur6saP7kydPVm9vrzZv3pxAau3ENFT4wtQbc5SaUlruJwvcrJeSpC98\n4Qv6zGc+o4GBAd11111av359UkkGAAAe2Lo22iZVTgiTqeNsfDL32wxDQ0Pq6OjQmTNnclNvampq\nxk29kaQ333xTzz//fG7qjW3rUUxhW4BHPkVa2Jb38pEXgWwbGhrS/Pnz9e67745rr+Xr6+vLtdeW\nLFmiFStWJJBamIhgEbCAbQ1W8ikAwHSnTp3SggULNDQ0pAcffFCbNm3SxIkTC47bsGGDvvWtb0mS\nvvrVr+rpp5+OO6m+LV++XLfffruWL1+unp4eXb16Vd3d3eOOGRkZUVNTk/bs2aO6ujrNnDlTmzdv\nZvQNkkKahsqOUkC0kt7JjXwKAEibFStW6Etf+pIGBwd16623at26dQXHDA0N6Zvf/KaOHDmiI0eO\n6Bvf+IaGh4cTSK0/POoMQbFmEQAAAKny/e9/X7Nnz9YDDzygZ599VtevXx/3d8dxtG/fPj311FOS\nSgdSP/rRjzRv3jzV1NSopqZGLS0t6uvri+UaSuFRZ4gTwSIAAABSo7+/X1u2bNHBgwd17NgxVVdX\n6wc/+MG4Y65cuaKamhpVV99oCtfV1RUNkC5cuDBuJ3cTAimeQ4g48eiMkLGQGAAAIDlvvfWWjh49\nqhkzZkiSfvWrX+nOO+9MOFXh4VFniBMjiyHr7u5WS0uLBgYGNHfu3IJFxNKNhcTLli1TX1+fjh8/\nrs2bN6u/vz+B1AIA4nbq1CnNnj1bDQ0NWrBggX79618XPW7Dhg1qbGx01SAEMN7ChQt17NgxHTt2\nTO+8846+/vWvj/v7bbfdpuHh4dz01HPnzqmurq7gPLYHUjzqDEFFEiz+xm/8RtF//8M//EPV1tbq\nvvvuK/v6L37xi2poaND06dN17NixKJLo2enTp9Xc3Kzf//3f17Rp0/S7v/u7+tWvflVwHAuJYYOh\noSG1tLSosbFR8+bNK7lYv6+vT83NzWpoaFBPT0/MqQTsV2zTpyxsqgEkae7cuXrjjTf085//XNKN\n/HTmzJlxx1RVVemxxx7T66+/Lql0INXa2qpdu3ZpeHhYV69e1e7du9Xa2hr9RYSE5xAiqEiCxVJz\nnxctWlRxUfDOnTt18uRJDQ4O6jvf+Y6ee+65KJLoy8DAgP7tv/23On78uG655Ra9+uqrBcewkBg2\nYAQciM7p06fV1NSkhQsX6r777tO5c+dyf7N5Uw3AFvfcc49WrVqlefPmafr06Zo3b54uXbpUcFxP\nT49efvllNTQ06OrVq1q8eLEk6ejRo1q6dKkk6dZbb9XXvvY1zZw5U7NmzdKLL75YdHmRqSZNmqQ9\ne/ZoYGBAu3btyqV98uTJuWdiS1JbW5tOnDihkydP8kxsjBPrmsWHH35Yp0+fLnvM2JG52bNna3h4\neFwAlqS77rpLv/3bvy1J+v3f/339xV/8hb70pS+VPJ6FxDDV9u3bdeDAAUk3GquPPvpoQcA4dgRc\nUm4EnN5GoLKTJ09q06ZNmjVr1rh/t3lTDcAmHR0d6ujoKHvMJz7xCR0+fLjg3x988EF997vfzf2+\naNEiLVq0KPQ0AjYwbs1isVG3sb2ySRob5DmOUzToG11ILImFxIgVW2kD5vit3/qtgkARAADbGBcs\nSipY32HKSNyZM2dyDe+/+qu/0sMPP1xwDAuJkRS20gbMcfPNNxf996xsqgEASAfjgsX8CrJURZqE\npqYm/af/9J80bdo0/eIXvyi6npKFxEhKV1eXqqurczsn9vf3a+XKlYyAAwbJyqYaAIB0MC5YbG9v\nz20RfujQIdXU1BixXlG6EeRt2rRJx48f1+uvv66Pf/zjBcewkBg2YAQciFa5kfksbKoBAEiHKid/\nzmcIbrnlFv3d3/1dwb9/4Qtf0IEDB3TlyhXdcccd+uY3v6lFixbp29/+tiTpmWeekaTcDow333yz\n1q9fr3/6T/9p2En07PTp02pvb9f//J//M+mkAIENDQ2po6NDZ86c0dSpU7VlyxbV1NTowoULWrp0\naa5j480339Tzzz+vkZERLV68mI4NAACADAkcLMa9rimC2BYwmq1rB8mrAJAcE+sO6gWkmYl5zo1K\n+TLWR2eYxtYvdRSFLgAAAICoxBYsug1sbA/gAAAAACANMj2y6FalQJcAF6YIOtrMvQwA2ea3HqH+\nAMoLc0ZgnPnNuN1QAQAAAADJC3Vk0eY1dDanHQAAAADCxsgiAAAAAKAAaxYBy0Q5Cp5/btagAEA6\nMIMKiFda2msEiwAAlGB7hwkBAgAgiFCDxbGVKhUUAAAAANiLkcV/MBroEuTCREndl2Pf1/YRFgBA\ndMrVU9QfyIo0ttcIFgEACFlUDQYa3QCAOEUWLOZXaLaM2BWriG1JOwAAQNrY3klCOxI2Y2QRsIAJ\n64GZkgqUF0feJB/CC1OCFMdxuF+RCSa018JGsAgAAADrVWqchzV7jMAXWVKddAIAAAAAAOZhZBGw\nTBg9mmmZGgGYIOmp4UHLBNtHSSjPSvPz3YbxeUZ5T4X1fQc5T1h5D+mWVHst7OUKBIspZnshRgMA\nAAAASA7BYgYVC8JsDywBwERByla3HWZxlelBO/C8pIln9gGAGQgWM4AROpjK9kYfeQsA7BF2mc10\nVGQBwSKsZXvhnGSgkcatnQFEI+w1YpQ/6WR7nQyYyITykmARqZKfkai87ONn6/Owzh32+wFBuG0k\nRHWPRtUwCfrMPZ41mU10LNjN9rya5fuPYDEDqqqqUn2Tp/nassLLd+inocmud0B22Z53qePSj3vU\nDAw4FEewmBEmDGMDWWR7ZUN5UZxJn0vcI21u36PcZ2TK5+c1HeWuvdJGQ2zaE4ybz8jL9xnWhktj\n/x729xjknvKaHmbeoBSCRVgv7SOnaRfkGUJhNx4qnSesirFUmqIaMa10XnpTAQBAMQSLEYuqlwvj\njX52BI32CRLs+wngggSYQUZw3Fyj2+vx+nnlB9dh5hPbyy3KjOiUu9+8dmB4fb0bfjuq/OSjpEam\nMJ7fzzeuNkaY99ToMXF2qqYJefEjBIsAgND4feaf3+Cg1KioKc+TjbsRRtDhTtB1zGFMxQ16bmRT\n2PcUgeJHyHvFESyGjI00AO+CjjKErVTA4TdvhrmBTxyNXD9lURhlX6Vj3PbulxsZpnx1J64RFD/f\nRxTfodc8RwMbYTPpniK4xFgEiwCM52eqahQVmt8Grtf0ewlqTGjkugne3I4M+j1PGGlxmwbTEABH\nq1j+LfaZ+9nAplQe5TvNnqjvqXKv8YJ9IrKHYDEEYWcaRhiB9AkjWPLznkEbuX7fp9h7VCrT3HxG\nNFKSF+Z3QH0HAKWZUOcZFyyyK1/y4t6p0c+5Ab/CKHjD7Pn30ksbV9rDmhoYRSWX/z5u1ibmH8PI\nTbbFWQa4yWsmNAZhD+4pxM24YBHJCXP6lomL+oNseOHmerxuwIHoRFVRmvjdBd3RMUqVGi1RpL3Y\n35JsPJl4z5QT1+dk2ufi916UzLsWICg35WxYnS755y327/l/d3u+Uty018jXHyFYNFicFZHXkY0o\nFj9H1YCt1FgNq/Dxu6U64EZY95TJFaCfvIb42frZh1ku2/oZwJ8s1umVAqeoNnwL2mYLKy3UMx8x\nPlgkykcQXndZ9PN6t+fycgyiw2dvBr+NL74/RCGp+yqLQQii5fWecrvmfOzxUQnSZiMvRcf4YNE2\ncW01n7Sw1msUW0vk5nVhC2vzjWK/A1FKU/AU1bWQJwEgeUlOc6ce8M/YYDFNDSBbmLBbY1zPzwp7\nOlK5a6CAAgAApvKz0VoYG6G53UsijE3K3OwOTnutuOqkE5AGVVVVuR8/rzOB1w0jSgma0RzHiWVd\niZcHk3tV6XWmfOdAVpDnYCruTTuY1F6rxG86vV5jHLtdV/r3UsLa1d8EfmOMMBk3smjjF4nS0tRL\n4+VaWJcImCNN5RDShXsTYQvjubluz2NyW6fUCKip6TWZccEi7JS2nRqDXI8p14B0CWOrcpM2DPNz\nPSalH0B2ENQny+3jy4odxyNugiNYBFyioLFHFM/V43mZ0Quy0VSl19DYQ1iPNqIsQFqU64Ab+3sa\nyk9bg0YTPnuCRUTKtkwJ2MbrNCDT82Sx6xlbWZo87SkN4nhWrNtNLeKUVD6iIwNhi+KeSvo+dfv+\nbh8DknR5YxuCRQCZEuZObqbw8qxQkyrKStOGSr0mSXEEU24l9TmFcQ8l/T0WY2s+AvzyEgQmWfZ5\neU836ST/ekOwCCCT3FQWpjwHdFS5it1rhW8jm9MOc2Q9HwHFVKrfTOggK6VY2k3q2LMdwSJQhN8p\nF2zAAZPFdU9WaojnV+hupxf5fY9So5fkUf+8dJyw6QRsR+CRrCDTYJOeQpsGBIsIRRgFqemBltvG\npYlpzyK3U1H8nDMMbtZVFHtfPxWfm4ccF/tbXPdype/KzzNsTRFHuWbS9WYBnzfSzG2HW/4xSapU\nL7pdy4jiCBYBD0oFjGzAkX4mfadedqlLIt1BHgrtdqfJ/M+g3HuODUZN+h5N5rZTIkhvf5L8jjb4\n7Xgp9lqTOmxglijuqbF/9zsjYCwT7003bTR4R7CISHmt8EwqfPxsvjH6OgD+RLnxUNJ5M0gA4Lfx\niNLi7HRJ04ZaMEOQTrmk3jsO+eWsm92XTQ4mTXiECcEiYuF2l7mwe1PjHkkwuQC1jdtCsVJDOeh6\nhTinDvq5X0tdX6XzFKssww5igGJMLCf95qNix/hZssBIIsbye2/4uRe9jsSFcY8GXXNe6lg37+El\n/eTLGwgWEaqgu8z5zZBut0j2Ou3Hz7bSldLEVLj4+e2Zi/t7oqcYAJBlXuoim9ez24RgEZLMCGCi\nfP8g1+cm0Ez6s4O5GHlLpyBTg8K+J6Ie/Q4rveXS6eU9opp2G9a5mHKKMAW5N5LsgHR7frdrzisd\nW6lMJo/5R7CYEW43KvDSOCg1PB/Wbo1RvD7I1Dsvm2/k/82EYNw25aaWhFF5mr67G4Bw0GED02X5\nHo1iJJERx3ARLGKcsIIaL0Fnkpk0rgKFgig8Sfb+AyaJ6x4OuhlEFOkk/yLos5BHeV3zFtb5sybL\nAbHtqpNOAOCX4zhW/wAob2hoSC0tLWpsbNS8efM0PDxc9Li+vj41NzeroaFBPT09Macye9xutDH6\n4/ac+T9u/gYAiBbBYkYUq2xL/ZQ6vty/V3rfculBdiUdsBPwm627u1stLS0aGBjQ3Llz1d3dXXDM\nyMiIli1bpr6+Ph0/flybN29Wf39/AqkFYJOo2yC0cZAWBItwLeg6MQJEAF5s375dCxculCQtXLhQ\nW7duLTjmyJEjqq+v19SpUzVx4kQtWLBA27ZtizWdcZZrppSjbjodw3oPAEByCBZTLOlRF0ZtgOjY\nOkVz7dq1mjNnjh555BGtX79eg4ODWrNmjQ4dOlRw7OXLl1VbWytJqq2t1eXLlwuOOX/+vO66667c\n71OmTNH58+ejuwBgDFvzIQC4RbAIABaydYrme++9p4MHD+q1117Tvn371N7ervfff1+zZ88u+7py\nU9pNEeXauihH2ZLuGLS5Y9HWfJgGbka2g4x+R33+uKS9QyPt12cCgkWgCAofmM6WKZr5urq6VF1d\nrcbGRm3cuFH9/f1auXJl0cZVbW2tLl26JEm6ePGi7rjjjoJj6urqdPbs2dzvZ8+e1ZQpU6K7AGAM\nW/MhsiPtHRppvz4TECwCRVD42M/GgJ8pmuO1t7drw4YNkqQNGzboySefLDhmxowZGhwc1OnTp3Xt\n2jX19vaqvb097qQiRciH9mPzmo+kvUMj7ddnAoJFoIg0FD5RTuEydUrYWDYG/GmeoulHZ2endu/e\nrcbGRu3du1ednZ2SpAsXLuiJJ56QJE2YMEGvvPKKWltbNW3aNM2fP1/33HNPkskex8+0NJOntGVB\nVvJh2GW4DfVCWqS9QyPt11eOie21Cb7eGeOM/cBNrRTCNjQ0pPnz5+vdd9/V1KlTtWXLFtXU1BQc\n19fXp+eff14jIyNasmSJVqxYkUBqb1i7dq16e3t10003adGiRXrooYe0bds2PfTQQ5ozZ864Y/0W\nPocPH472IuDa9u3bdeDAAUk3Av5HH320IGAcG/BLygX8SQUbXV1dkpSbolnO6BTNO++8M7VTNCdN\nmqQ9e/YU/PvkyZO1Y8eO3O9tbW1qa2uLM2lIMfKheQg4xxvt0Dh58qRWrVqll156SfPnz09Nh0ba\nr882jCzCF0ZtKHySkOXexnxM0bSPl2fdpoGNU8G9Ih8iCWlf+53267MNwWKeoMO+pV7z/7N399FR\nlQf+wL+hYLfHlwZwDRLYRWESoCrLKgndikc3JhE8m3VbNtDVlSpQdZej7nElsK3ry1qSqCt9Qc+x\nihSxG6P2FOgBI6LUo/K2YtragibsEoUQsJsXV1wrEp7fH/xmnMzcmbkvz73Py/1+zsmBSe7cee7c\n5/3tBhkG1nFKh4nTNJn5mI8N/s/ZMEWT7GZip6JXTIfObO0AMZHtHRq2X59MvtOlCAiAqx9Z55Up\nzPOHGe7k+WV7+OGHRWVlpZg1a5Z48sknRUdHh3jwwQfFjh07so4tLi5O/f/kyZNDXic999xzYtGi\nRanX69atE0uWLJEe7jDceeedoqmpSQghRGNjo2hoaMg65rPPPhPnn3++OHDggPj000/FtGnTxN69\ne6WHxW0aCzvOeQ2vauXl5aKnp0cIIcThw4dFeXl51jE7duwQtbW1qdcrVqxI3XciIfynP11+VCov\nLxdHjhwRQgjR09PjmAa3b98+JA02NjaKxsbGyMJoM5VxQ8f4GFe9vb2iqqpKJBIJUV1dLfr7+4UQ\nQnR3d4s5c+akjtu8ebMoKysTEydOFCtWrFAVXM90uj7d82y/n8k1iyER/3/0z6QeNc4R/9yyZctQ\nX1+P1atXp9ZkAqd6ixcvXoxNmzYN6S0eHBzEwoULre8tNkmyt7GhocFVb+PYsWPR2tqKlpYWBaEl\nXQkNZnLohGu/icxi+9pv269PB6E1FoMWsCY2tkzHRf2fsyHz8ZN2MtOtyemPDX4i+dipaA+33316\nuWDb/fr0009x/fXX46233sLo0aPR2tqKP/3TP8067jvf+Q7WrVuH/v5+fPTRRwpCSnHhJ116eZ8f\nRSJgqy5X4GT1xmaeX2Yvr1PYZfciJz8jjPOq7PFeunQpRo8ejYaGBjQ1NWFgYCBrPcqJEydQXl6O\nl19+GWPHjkVFRQVaWlpYGfcoysJZZubDERmieJs8eTJ++ctfpjoVr7jiCrzzzjtDjtm5cyfuuece\ntLW1Afh8bbnKnbNtIavskNlY1K1cePTRR/Hb3/4Wjz76KFpbW/Hzn/8czzzzTNZxu3fvxp/8yZ8g\nkUiwsUg52Vpf036DGxHxpi5ud6vzuqtdWMeqwkX9RESUDzeeIFW6urowZcoUfPvb38YFF1yA2tpa\n/OEPf8g6Ln2zvm984xt4+eWXHc9XUVGBMWPGhBpmIl1pP7KY+Vlhjyyq5HXqrW49dBQOW3uqiMhu\nfX19qK+vx/vvvz/kebzpU8EB4IUXXkg9j3fhwoVYvny54pDbIc4ji11dXUgkEtizZw8uuugizJs3\nD3V1dbj22muHHHfhhRfixRdfxNixYwEAkyZNwu7duzFq1CjH85555pkcWaScbK2vcYMbjejWeKX4\nYRwkisaBAwcwf/589PX14eKLL8a6deswYsSIrOPWrl2L733vewCA7373u7j++uujDqpvNqz9JnPL\nhfPOOw8XXXQRAODiiy9GV1eX2gARSRRlugxtGqrs6ZymZlZERESZGhoacMcdd6CzsxMjR47E6tWr\ns47p6+vDfffdh927d2P37t249957cz7YnoiG+uIXv5j6/xe+8AWcOHEi65jS0lK8//77AE7ts/Dh\nhx/mHFUkiivt1yyGKX09pIk/RESkn6effhqVlZWYPn06br75Zpw8eXLI34UQ2LZtG+bOnQsAWLBg\nAdavX591nhdffBE1NTUoLi5GcXExqqurUxvBEFFw6etqn3/+eVRVVSkOEZF+AjcW2UAiCpfqTgmm\nVSL39u3bh2effRbbt29He3s7hg0bhp/+9KdDjunt7UVxcTGGDTtVBJeWlqK7uzvrXIcPHx7yuKFx\n48Y5HkfkRHUZoLpcyJyR5jRDbeHChejt7UUikcD3v//9Ibu6T58+PfX/pUuXYvz48fjkk08wfvx4\n3HfffeEFnIylOn2FlS65ZpGIiEiSl19+GXv27MEll1wCAPjkk0+4iyJRxCZMmIDf/OY3qdd33HGH\n43Ff/OIXU8/gzdTe3p76/wMPPIAHHnhAbiCJDMHGIhERkUQLFizAihUrcv599OjRGBgYwMmTJzFs\n2DAcOnQIpaWlWceVlpbil7/8Zer1wYMH8Zd/+ZdhBJmIiMhRrNcsEhERyVRVVYXnn38ev//97wGc\n2qQmuYFGUlFREa644go899xzAHI/g7C2thZbtmzBwMAA+vv78dJLL6G2tjb8iyAiIvr/2Fh0qaur\nCxdeeGHB4z799FPMmzcPiUQCM2fOxHvvved43J49e3DhhRcikUjgtttukx1cIiJSYMqUKbj//vtR\nU1ODadOmoaamBkeOHMk6rrm5GQ8//DASiQT6+/uxcOFCAKfKhsWLFwMARo4cibvuugszZsxARUUF\n7r77bhQXF0d6PUREFG9KGot9fX2orq5GWVkZampqcm4FfuONN6KkpMRVI00Xq1evxujRo9HZ2Yl/\n+qd/QkNDg+Nxt9xyC1avXo3Ozk50dnZyhzuKlNs02NbWhsmTJyORSKC5uTniUBKZqb6+Hu3t7fj1\nr3+NN998ExUVFVnHnHfeedi1axc6OzvR2tqaesbixRdfjMcffzx13A033JAqJxYsWBDZNRABLCuI\ndKA6HSppLDY1NaG6uhodHR2oqqoasvtUuhtuuEGrRtTg4CC+/e1v44ILLkBtbS3+8Ic/ZB2zcePG\nVIH+jW98Ay+//HLWMT09Pfjoo49SFYjrr7/ecdt0orC4SYODg4NYsmQJ2trasHfvXrS0tGDfvn0K\nQktERCqwrCBST3U6VNJYTG9Q5Xq+FADMmjULI0eOjDJoeXV2dmLJkiX47W9/i+LiYvzsZz/LOqa7\nuxvjx48HAAwfPhxf/vKX0dfXl3VM+nboubZNJwqLmzS4e/duTJo0CRMm9bDM1QAAIABJREFUTMCI\nESMwf/58bNiwIeqgEhGRIiwriNRTnQ6lNRZXrlyJmTNn4rLLLsOaNWvQ2dmJhx56CDt37sw69ujR\noygpKQEAlJSU4OjRo7KCEarzzjsPF110EYBTU4W6urrUBogojew0mN7xAfAZb0RENmBZQaSeSelQ\nWmPxgw8+wPbt2/HEE09g27ZtqKurw7Fjx1BZWZn3fUVFRY4PStXRF7/4xdT/v/CFL+DEiRNZx5SW\nlqZ2vjtx4gQ+/PBDjBo1KuuYQ4cOpV7n2jadyAvZadCUdElERO6xrCBSz6R0KO05i42NjQCAsrIy\nPPXUU3mPLSkpwZEjRzBmzBj09PTgnHPOkRUM5erq6rB27VrMnDkTzz//PKqqqrKOOffcc3HWWWdh\n165dqKiowLp163DrrbcqCC3ZRHYaLC0txcGDB1OvDx48OGT6NBERmYdlBZF6JqVDJWsWkw0qIPfz\npXSU2Wp3asUvXLgQvb29SCQS+P73vz9kEer06dNT/3/00UexaNEiJBIJTJo0CVdddVV4ASfK4CYN\nXnLJJejs7ERXVxeOHz+O1tZW1NXVRR1UIiJShGUFkXrK06FQoLe3V1RVVYlEIiGqq6tFf3+/EEKI\n7u5uMWfOnNRx8+fPF+eee6447bTTxLhx48STTz6pIrhE1nGbBjdv3izKysrExIkTxYoVK1QFl4iI\nFGBZQaSe6nRYJIQQcpqdRERE2VStaWLxRnGl8zpCpksis0hbs0hEREREJJvOjV832EAmk7GxSERE\n2nFTuTK9AkmkM6c0yDRHfpked+Lc4GdjkYzFjIeIiIgKYcOXyD82FomIiIjIERtVRPHGxiIRERER\nWY8NXyLv2FikWFE19ZMFFBERERGZho1FIiIiIhrCpk5Om64ljlR09DPOfI6NRSIiohxMrzBwIy0i\nIgqCjUWynsmVJVZUiYYyPU0QERGZhI1FIiKigHJ1jARt3Kaflw1lIiKKGhuLRORKvlFCVmJJNsap\nofh9EBGRCmwskpU4/ZGIyB3TG6LM74mIwsPGIhERkaZ0aMjJnGLLabVERGYZpjoAREREREREpB+O\nLBIhWA83p0ARkROOnOXG74aIyAxsLBKRb6zwEZEXzDOIspmeLkzvNDf9+w9bzsai6V+cm4gbh2sk\nIqLwmV6eEJHeuN5Xb6bfk3xtCo4saizzxpkeEW2Vfl9sbsCHEf9Mj9M232+ifExPu0SmYtqjqLlu\nLLqtFKle+8VERESAc37iNn9IvldGfmJ6nsQGMZkeh4mIVAmj/eS1XA6ah7tqLHoJlJ9KFisjRKQb\nnSvIfmYdyGwAE5nE9DjPOhIB5sdj8i9oHhB0CjOnoRIRZbC1ULb1uoj88FqBYocLkRpOaS5IA4pp\n2Ju8jcUgN8JtpsoeM3f8RGzTEwPjBpE8pucHRDowMR3lm5Lv929EJE++dCW7Luyn04sjixozMVP2\nMj2OvbQUJVvjma3XlauAtPV6SX+Me3rw0sCV3fD1U3FnvCHT5W0s5ktkYfMyJYTMpUsmKmtL6rjs\njGoCXeJWGGy+NiIKX77yiWUXkTxhjNTLmLXpZcDG1chikEAJIUKr2BQVFTFT01ih+84KL1H8qF6o\nHxavFQGn63D7O5KD36c9cuUrrCMSBcdpqCQVC99oRfm4Ga5fISIioqiZvJmN37pTkDpX5nFB64pS\nGosqp6sSySZrrZTqDIqI5PJaxrmdWeN0Xp3KU7eVFjcjo353IM2F+Wxhti2PMKXOybhJfriZIh6k\nk98PjiwSGSisQtJPZRhgoUhkA6/PVPa6g5/ulXsi1XJ1rnjpaMmXzoLuusmyPp60bSy6rYTK6mHy\nm7i8nMfrublWheJIVhoqtDNvvkI47Eaw22t0c21ursvNNXGacbS45p5UMGVUzg0VI6aFvj+ZeWb6\nZ4R5fV47iQCWDapFnX61bSwmuW0wBYm4hb70KJ4Z6SYMsq8x6PW4nYaU/nunClIYmU4YhYgOW/nb\nUMDnoyINZb4v7O/Yz/n9bCIWVUWD/LOp4g5Efz1B814v5VWhDhev5YMO5QkRkRvaNxbDJmvajc6F\nfb5dwmRcj5fz6/w9mY6Pm9FfFN8/R6xINZlxMNe5onhGXhgdLrI6p4NiR4U/YTfyw8y/vXRyFBLm\nkw5soXuHkJdwSGksBt2lyO37oxiRso2f0ZYwMipWYKmQqOOHDnFSZuGdeV4/03mjmPoe9cJ8mYKu\n9yl0Xh2vOY5k5Q1BylZWxuMraH7gdwaX18EDTkmNj9iPLIZVYdRlBDLo9cmszKqqnIe9rkH33qN0\nQdZbqL53YYRDhwZjJjcFvduNCPzOENAx7lL4ZJZbYe0nEFXc9Jp+vHa2uEnTbDDGm9/yyW2a8bPM\nS7fyMm5kLEfzcw4tGot+CxVZlRsvBWTQzNvLlBqZ03jCOK/T+d2sc2RmQ0G4TUNu4xnjJFE8eM0j\n/M588rKeP/N3zIsobH7rtoyb7smaOi9TkM8fJjEc1lF9Y8Ni63URERHpxu0mWqyME5GOpDQWi4qK\npDRAgpxHCKFVRpsvLCY11pLfa2avqMyR3CjvWzLsUdwDp+8uis9zw5Q4mG+6rMxryHU+GzZLcPuZ\npJ6bnn3T7l+hqe26X4/XNORlTW7mj99zBeE1L9X9nnm5Ht2vBYh2SZNTnIy6HkP5qboXyje4cRJk\nfrROc/zzTTtRGUa/U29kLmbO/Ayd7hvpJV+8syHO5Lq+KK+N6xVJNzpN43IqE4OUWW46BZgOyY8o\n83LG0fjQYs2iroIsbs91LlMSV77rsaUgi7rHrtDnRv1Zut1DHdKQ7Eqhm/Onf07yGJnCviaiQgqt\nxzM9PspOuyZ/F7ZSuZFdvg58FXHO9PQaBdv2QlDWWHTba8hdmOSTEYnDzCyYEcWXm7ipehQsrE2u\n0s+fPC4Kqr9PGsrNRiemdT7aQGblj2UchSGqvJxx1x1dvyc/szY4siiRl4quztNQk1T0BrNDID+v\nO+ZlHqdr5hU3bvOKKEY0iXRjUr5lS7ry2jGvQ10mHy9lpe7XAoSfh+vWgeH3WnW6BptIaSxGteVz\n1FtL+0mcbt+jMnNyMxUueVz6v5l/DyKZMWWuWwx6zkLcfN9RTk/1y29aMGEUyWshH8W0zTA+1+0I\nUpj3Sac4TcGwwhu+fGVWWB2nOt9PIpIvrLpBkKnUyh6dEWQ3Q9k7IeYSpGfDy25cOikU7kI720UR\nBooHt+koqjQUdBeyXLvKRZWfZX6GSaM3ceQ3XnDnQvmCfqdO99HNNGNT2RIHc+XZQHT5thu2fN+k\nL05DDShfhcvG9Zayr8P0nmbVgoy269Rzna+HPuoZBcnPlDnq7eczZdHpPhPlE2Ua16HccRod0CFc\npCenstDP+jMZTJilZDsvZXvQfEXZyKITt70jUfWiyEwAJiamzO9Z5kiEid9HsifRxLDbIKoCMKy8\nJcgU6HRhhI9x2ly54qyujY5ceWiQKVJRcFqW4ef9mdJHr3QZ7ZdVzukw4mVDmS37e8yXBr0so6L4\n4MhizOSrVHhZq+dlmq2bqa3MfIIJMoqtw8iT2zjgdU1wWIJ+V7nSRdgNVaY1Iu/pLMjyDL9Mb+CQ\nGrIa+Sbs3WA7t7OqotgMSMvGYq7hbVkbmMjkZYqcDhXdzO/T6fsq9J37WVTr5T267cpF0crXeI1y\nRkEUu8+lf56btOYnPCoquiRPvviRLz7odF9NmLLmpdPMb97gpVOM1NGxQZS5xElGGN1udugmTGQO\nP/ctUGPRbWQNMrXC7WfoEmlN6pGRNS3Oz7H53iujlyTKkaUoN1jJFw6n3+kW57xw05hK/3vm+/yQ\nnSbckDH9LoqKLsWTqriiS5nulttOzkLpz7TrTuem4WHy9RHFlZYji6ZzqrhFUdG1BQsTeVRsDiOb\nzIqV1ym3qhpWUacBHaYi0ym6rFuLKz8zW/xOa2UjKjpuykJdR9O8lFdRYXyNjsyRZL8ibSyaNK/f\nTYZS6LNl9x56LVhMbiAQ2chN51CQPC2Kii4Npdv3p3MlLoypdEHDIeMcfpdO6HyvALMbWLaLYipq\nvvdQvHBk0SdZUy4pWrJ6clWNNgWdouv3/awQDyVrXa3Xc8i6bqdZD6q/U9KL7N0XwzxeNdPCS/by\nk597qVuEEdej2KDFdEHrcEG/q0CNxXwbUAQdNmdvFVG8uN3QJuzd3ty81ybMR/WUeV+41tQ/fm+F\nhZXXqhLH6dyy1uvH8buj/KSPLIbR862C1553t2sPVV8X2UXGlGid6TC1K+i6YlO/e6JCgs7UsGFN\nNRFRVNxuYCi7HsRpqC5EWWFlYzI6Xhv0Ye+yGURYj5thJS4b0ygB4T8TM6r36Yqbv5jPpvum47Xk\n6sgMGlYdr5WyRXmfcjYW41BJjMM1EumMaZBsJ3NKF0fiiCgXNvIoLMNUB4DM1NfXh+rqapSVlaGm\npgYDAwOOx7W1tWHy5MlIJBJobm6OOJTxJIRI/eRTVFQkrXBJ/0xWZMkvxiFzybxnvP9qZZYNydcm\nNkZMuZbMMtS0H7L7HrKxSL40NTWhuroaHR0dqKqqQlNTU9Yxg4ODWLJkCdra2rB37160tLRg3759\nCkLrjazMUNdCiYjsJasCl55/uf2R9VmZf9MZO06JyHZsLJIvGzduxIIFCwAACxYswPr167OO2b17\nNyZNmoQJEyZgxIgRmD9/PjZs2BB1UMmB7hUwKoyVVCL1bO44NZmMjlp2+BKdwsYipaxcuRIzZ87E\nZZddhjVr1qCzsxMPPfQQdu7cmXXs0aNHUVJSAgAoKSnB0aNHs47p7u7G+PHjU6/HjRuH7u7u8C6A\nKEZYSTVTWNO2bJoOZlIl3ZaOU5nfuSn3jojcUdJYtL1H3NTr++CDD7B9+3Y88cQT2LZtG+rq6nDs\n2DFUVlbmfV+ugiGOhUXYlZygU8CiKsR1qLSamg7dsqWSSuqpXiuj23opdpzGAxu1epA5pZ3CoaSx\naHuPuKnX19jYiGHDhqGsrAxPPfUU9u3bh3vuuccx4ZaUlODIkSMAgJ6eHpxzzjlZx5SWluLgwYOp\n1wcPHsS4cePCu4CYC2NNkZ91S7pk9iamw7hWUk0cFQuSNmROj2NnnXzsOM1Nl/yd3LO94zQOVN9D\nJY1F23vEbb8+AKirq8PatWsBAGvXrsU111yTdcwll1yCzs5OdHV14fjx42htbUVdXV3UQaWYMjEd\nspJKfunWWWMydpxSJpN3/zSx45SGUn0PpTUWbe8Rt/36vFq2bBleeukllJWV4ZVXXsGyZcsAAIcP\nH8bVV18NABg+fDhWrVqF2tpaTJ06FfPmzcOUKVMiCZ+qXn7ZVE/v4vSwaLGS6o3JFTiyAztOc4ui\nTKDCTOw4paFU30NpjUXbe8Rtvz6vRo0aha1bt6KjowNbtmxBcXExAGDs2LHYtGlT6rjZs2fj3Xff\nxf79+7F8+XJVwSVLMB1+jpXUaKjucNGtw4aG0r3jlOxke8dpHJh0D4dLOQtO9YgDSPWI55PsER8z\nZowxPeK2Xx+RCZgOP7ds2TLU19dj9erVmDBhAp599lkApyqpixcvxqZNm4ZUUgcHB7Fw4UJWUiky\nfX19mDdvHt57771UHE12LKZra2vD7bffjsHBQSxatAgNDQ0KQutPsuM0k1PH6ezZs6MMmjK2dFLo\nfB3JjtP9+/fj/vvvxwMPPIB58+ZZ03GqW3jCYNI9VLJm0fYecduvz0Ymb+RCzmxPhxzdJ92pXmdD\nZCsuWTCfUfdQKNDb2yuqqqpEIpEQ1dXVor+/XwghRHd3t5gzZ07quM2bN4uysjIxceJEsWLFChVB\n9cX269MFAKN/KFxMh/pQkRaYxtQrLy8XR44cEUII0dPTI8rLy7OO2b59u6itrU29bmxsFI2NjZGF\n0Va6ll9+36tLGW1ieX/nnXeKpqYmIcSp9NXQ0JB1zGeffSbOP/98ceDAAfHpp5+KadOmib1790oN\nh+o6l8l1NtX3kKUpGUt1xmFyxtPb2yuuvPLKrIZUphdeeEGUl5eLSZMmpTIqIq9UpAXVacxWDz/8\nsKisrBSzZs0STz75pOjo6BAPPvig2LFjR9axxcXFqf+fPHlyyOuk5557TixatCj1et26dWLJkiXh\nBD5GdCrbZKR3Ha4jSDhU0qXjVHWdK4z4EBXV97BICI0nZRNRKJYuXYqzzz4bS5cuRXNzM/r7+7Om\niA0ODqK8vBxbt25FaWkpZsyYgZaWFq55I88KTdcOoxgqKirSes0RYOaavuXLl+N73/teap3Nf/7n\nf2LevHm4++67s+7zyJEj0d/fn3o9atQo9PX1DTnmZz/7Gdra2vD4448DAJ5++mns2rULP/rRj8K/\nGIupXCKRme4yw+InXZq+5EP3vCgKvIfmUrJmkYjUUr0NM1G6oA+4N3UtsYlr+oxaZ0NKmJgWKXxC\ng92hg/zEGRuLRJYwaRtmIrK/08b2TaYoOqobCmxoUJyxsUhkCT6DkHQVpwoaO20+x2cQqqO6caRb\nuiQi/6Q9Z5GI1OIzCInUM+nZWWHjMwiJiMzHkUWiDH19faiurkZZWRlqamowMDDgeFxbWxsmT56M\nRCKB5ubmiEMZDKeHEYWDa/qIiMgmbCwSZTBx0wmvOD2MSD122hARBeO2g//GG29ESUkJLrzwwohD\naD4+OoNi5eOPP0Z9fT26u7sxODiIu+66C/X19UOOmTx5Ml599dVUr//ll1+Od955Z8gxO3bswL33\n3ou2tjYASDUok40uIqJC+vr6UF9fj/fff3/IozMOHz6MxYsXp6ZqvvDCC6lHZyxcuBDLly9XHHIi\ne7h9hM2ECRNw1lln4Qtf+AJGjBiB3bt3KwgtZXLzKDAAeO2113DGGWfg+uuvx9tvv60gpObiyCLF\nSltbG0pLS/GrX/0Kb7/9Nq666qqsY2zfdIJIB1/72tccf+92evett96KRCKBadOmob29Paxghiq5\npq+jowNbtmxJVVCd1vS9++672L9/PxuKFKk4LMtwM5sIOLV++Je//CXa29vZUNSIm12lAWDWrFkY\nOXJklEGzBhuLFCsXXXQRXnrpJSxbtgyvv/46zjrrrLzH27jpBJEO3njjjazfuZ3evXnzZuzfvx+d\nnZ348Y9/jFtuuSWKIBPFThyWZbhtbADxfjB7lGTvKk3BsLFIsZJIJNDe3o4LL7wQ3/3ud/Fv//Zv\nWcdw0wmi8J1xxhlZv3P7TMH0yl1lZSUGBgZYQSAKganPAg2jsVFUVIQrr7wSl1xyCR5//PFQwx93\nsh8FRsGwsUix0tPTgz/6oz/Ctddei3/+53/GW2+9lXUMN50gCp9Tge52erfTcYcOHQonoESWicOz\nQMNobLzxxhtob2/HCy+8gEceeQSvvfZaGEEnyN9VmoJhY5Fi5e2330ZlZSWmT5+Of/u3f8Ndd92V\ndQx3CiVSw0uPcOZ0MPYmE7kjuyGlY9oLo7Fx7rnnAgD++I//GH/zN3/DdYuacNPBT8EMVx0AoijV\n1NSgpqYm7zF8kDSRGm6nd2ced+jQIZSWlkYSRiLTNTY2AkCqIZVPsiE1ZswYa5dlJBsbDQ0NORsb\n//d//4fBwUGceeaZ+Pjjj7FlyxbcfffdCkJLmZYtW4b6+nqsXr06tZstgKxdpb/5zW/i1VdfRW9v\nL8aPH4/77rsPN9xwg8qgG4OPziAiosideeaZ+Oijj4b87sSJEygvL8fLL7+MsWPHoqKiAi0tLVmj\n9ps3b8aqVauwefNm7Ny5E7fffrvjFDoiCmbp0qUYPXo0Ghoa0NTUhIGBgaxNbtymW125eYTNf//3\nf+PrX/86gFPXe+2113JnYooNNhaJiChyZ511Fv73f/836/e5nin42GOPAQBuuukmAEjtvnj66adj\nzZo1+PM///PoAk8UE3wWKBGxsZhBx7n3vEVERKRa1OUjyz4iveqlTJPxxA1uiIiIiIiIKAs3uJEg\nV0+LTr1BREREUcs3EsEykig8ybSnSzrTJRx+xXlUlY1FizFhku4YR4mIiIj0xcYiEREREZEFMjsx\ndRth9Mr08NuAjUWX/IwgpL9H90jOqUJERBQlVgKJiPTHxiIRaSnMKZ6snBLFh+npndPdKW6c4jw7\nl9RhYzEPGzPoICOkTKBE3pmebmzMB4mITBQkPzZpthvpJWdj0fSIxAoOERERqSSEML4+RSSbjEYv\n01V0OLIYE2w8kwmiiqdx7mF1+o7j9h2QHhjviIj0x8YiERERkUTpnTIcCSEik4XWWJQ1QqAyc833\n2W6ujwUDEZmAlVmi3OW6U7rg+n9SKT0OceYYhY0ji0RERBQKNozCZ/p3zMZOfCXjrg1xwOZ0KKWx\nGOZN5voaOXJ9ZyaPkOoaLrdsyBxlUP09xHn9IhEVFvcRwbhfv06c7oFNDa44ULXpVZC6DkcWQ8AM\nVQ/saCAiIiLSS2ZdjA1evbGxSDmxYUUUD0zrRP7YXsnN3KiHeQWRP1FvepWeXjPzJ6+fH6ixqCpz\n1H1KhO7hs5Wb+BhVYZcZFsaF3HRaqM8pqd6Z/j2pjnNEYXMzy8ZtOmD9hig/L2WK7DpprkZhUBxZ\npJxMKRRMqOyZ8l2S/eIQBzkCQjLlWyeW+dqE8oiIyIvQGot+CmqvmazKUQCdRkOIiIhT5ojcMi19\nmBRWJ6wnksk4skiksbgVkGFOxyDyI25pMM5Mv9dBxWV0NMyGMpcyUFJRUVHkaSmsgSw2FmPOhsLB\nywOTVWXeNhYapvVMk3kKrf0tlG+ZHkdNDz+RbpJ5hsy0lTyX03oxpl+ygefGYqHCOUjC8FLpJ4oz\n1b2XYRS4RIXEKb4xjVGYcq25TP7fpLpXrvIw7M4kp90tiTLTEqAmfshMxxxZpFhQuaZVllyJXnYP\naZLbQlfXyqzf3f5yHa/jNVI8Kra6pjEyQ5ziDtMK0edkNVZdNxaj3FbZpIKfzGD6bqQq0gQLXdJN\nrtEQ0xqMSbamMbf3wsZrJyKyzTDVASAiM7BiRxQupjEiuYqKikJLV2Gem0gnbCySlWzLwJOFkpvn\nfcn8zMz/2/a9kt7S472NcY9pjEgupzSV+f8wP5PUE0I4zm7I9XsqLLQ1i7wh9vJ7b5mhyif7O+U9\nioafNBT03uT7TN736NjyXcso401fHkB60CH+mDAVXofviczEDW6IDGbrmiciIiKiTLnqPE6PLsl3\nHOtO7hndWOSNjlbQXjPVj3uwhQk9mOQsyH1zW8D5+QwWnhRnYT4SLIzz6Ciz45J5CpE/TmlH9cCA\n0Y1F3TkVQMw49RHGjn25zsn7TkREUZNdJuV7HnaudWIs/ygMNgxg5HvEV66RUhVhZWORCgpjFEtl\npPfzvD230x4KfSYLzXiSmYYYl0gHXh5+rhOOvFM+6eU9G7pEp0hvLIaVsHToASDSWdANTPw+hJ7p\nkZLcVMTdxhcZMzNsjpus1JrHbx7r9/yFjo3qedhhNbaD5hG5Ojwy/29L2rJlthsHMKKPkxxZjBh7\nKIeK+vvwm8noft8KXZdT5uLnPSYLOhISpMMqvVIvS644GcZneQmPm+PyTWXz896o6NAhE4dKLekr\n6LprxlGiz5lSJzWmscgMhnSQWdjpsNlM0Eq6rM9nGo0vPz2jQPhxRuaMFL+dK/ne5yVN6tyY9toR\npZKqzhSSQ3Ynp87pitzJTNNB0jjrM86MaSyazoaI5/UaWBjrJ73Q06GhGzeyKzFePov32j9dOmRU\nhoH0F3VDOHMatNuGV/p7VWK6Ip0k05CXdBxVvGRjkWLHz3Qxt+dTVSH3uwGPrLCbUIjKbnzR5/x2\nPJjSeeElbJmVYZnXlX6ufOdlxbYwlfl22PcmimvLnGGT/m+Yldww8ok4pisbriPXEozM17qPMDql\npeT/demAkd5Y1KnXSDVbvoOgW2zrEtm9nL9QgeHlXER+uE0/usTHQp/vdfMbmQ2sMM/j5bpkdMi4\nrUzYVLElSidzBNVPuso8nsh2w1QHgCgMThtJ2Jq557suvxuJEMkWpLGlM9XXZWu+RuayIU7acA10\nisn1P13CzmmoPgXdFU8XtlxHnMjctIOIzKfzFF6KJxs2EmK6Il2ojoscWaRYEEJYmenbeE1E5B07\njojkY7qyhy6jdCZiY5FysrGB5XXjmnwZiy7fjZdNbNy+h4jcUz0VlUhXtlbOM9M20zqFTWVj18hp\nqLpPneQCaNKJU3ph3DSHaRvd5JNrKo3pm7HkujcmXxNR2ExP92QmG6ZIO3FKT7Ku0cjGIkUraCVU\nx11R3fAzYkdEubFRFR7bKj5EOmOeRXHCxmKIuBEJmUT1Ampy5vaeMI/RH9MY0edMyLOYXuNNpwGM\nQrR4zqLXYVvZDSWO8pjL7wPuKVosFInCxTRGcRNmnNdpOiE7gihs3A2VyBLcbYtIDqYjouBsTkc2\nbsJHejG9Ticr/JFMQw0yjMuMgEyiW3zl5jZkKt3SkmmYzonkY7qiOOKaRSJLsaFI6XSasmUTHTbt\n4T2lXBg3/PPy3fF7NgfvlXechkpkATfPfArzmZHp7+fUIHKiQ6NKtlzpTHVD0eTvVAXTp5qZSPfv\nm+mKTBFF/uV5ZDE9QF4rhLIrkEy4FBadn+WZ71l1+d7jxM2z+zLf6+fzST3eH7lUdMi4KX9V50+Z\nYWC8ozDIildB05WfMpTINJyGSpTGlF13vey8FjTMXhqMRJl07niRyW9DUWaHjE3fZ5SYl8nH75RI\nHr/pSVY6NLKxyAKRyN0atEJpJcg5khXazIqtLg3JoGFgPhOc39EvmfEnc4M1WY91So/nqjtkdIur\nOqR/UifsDiK/o3nshCHT6BI3jWwsEgWRq4IXtIBTVUGSkVn4PUfyfU4VXSInQadqeq0Iejm3V27j\neaGwee2QyfwbEQ3lN5/IPNbNMewcIduxsUhWcpOByyowvO6Y5qVyx0IovkwdVUrnNOosQ64OH513\nfJXdIRPknGS/sNOA27V+6WTFVzfle77PCqMTJj3v4Zpd8iLf7JdzThPGAAAgAElEQVRcZK2PdxvX\nAzUWoyyYWSgSUSGcekqysbJHpnEbZ/NNo3ZTv1PZoRX0nDI7YdKP5ywbO8i+b1EOYHjlpsHIkUUK\njZdKVpiFid/KXliZPKeOUSFR9tKHzUs43aZZN2txC40cEJE5mGaJ1JHSWAxzyN2UChHpy0/8DKOC\n6+fcFC9hNBJNrGTJXIfL6ZtE+eXrwPTbucI0RrpRXRYGGcAIs07qBkcWSTrVI4oUL5x6qpbqApgo\nCBXx18sma37yJ68NPC+7ZueqiMrcHZjIZplpxSktAXJmoTkNlmT+zs1nDAsUCiLDFBUVufrR7dyy\n9fX1obq6GmVlZaipqcHAwIDjcW1tbZg8eTISiQSam5sjDiWl8xp/hBCeK8J+3kNERKQrL+WaTvU0\nnUhvLAapHOtasaZTCiW4qBNk8vNM/VGpqakJ1dXV6OjoQFVVFZqamrKOGRwcxJIlS9DW1oa9e/ei\npaUF+/btUxBaIjux00Ydv50phXgp28IsE9x2XvqZ3uZ0/vTfEVF+TukmM/3IHFXM/Eyvn8GRRaIY\n2rhxIxYsWAAAWLBgAdavX591zO7duzFp0iRMmDABI0aMwPz587Fhw4aogxoKXTukcmXmUYdThw6N\nOLCt04bxRg3VHZ8md5wC7LQxVa744yd+cQAj//cUSWPRpOl5YXFzM1RknH6+e78ZflzutSorV67E\nzJkzcdlll2HNmjXo7OzEQw89hJ07d2Yde/ToUZSUlAAASkpKcPTo0axjuru7MX78+NTrcePGobu7\nO7wLIIqZuHfamMhreUf6s63Txg23DS2dGvWkDkcWiSzxwQcfYPv27XjiiSewbds21NXV4dixY6is\nrMz7vlyVGlZ01JHRsSJj/a1qJvb4s9PGDH7juIypmzKOJXnYaaMPGQMYXj+L6awwNhZ98hvJ3PTa\nqOjJCTPRMDFGo7GxEcOGDUNZWRmeeuop7Nu3D/fcc4/jd19SUoIjR44AAHp6enDOOedkHVNaWoqD\nBw+mXh88eBDjxo0L7wKIMpjY4x/HTpug5RVHLki2OHbaRNnQonjJ2VhUPXc2zLm3RHFXV1eHtWvX\nAgDWrl2La665JuuYSy65BJ2dnejq6sLx48fR2tqKurq6qINakNuOjrj2InrZ6EK378fEHn922pgl\nirThtHFFrnPrlgZNFcdOG5uEUR7pWs6ZgCOLEtgW8WQlKJO/FxOnv3mxbNkyvPTSSygrK8Mrr7yC\nZcuWAQAOHz6Mq6++GgAwfPhwrFq1CrW1tZg6dSrmzZuHKVOmqAw2WSCOPf652NRpIwM7fPVjalkY\n504bk+te5Ex1OmRjkciBidPfvBg1ahS2bt2Kjo4ObNmyBcXFxQCAsWPHYtOmTanjZs+ejXfffRf7\n9+/H8uXLVQXXaKpnWeg2S4M9/p9jp000VKch3dKgF7aXhQA7bXSXa2Re1vEmUJ4OBQ0BwPdPWOEJ\n8l6Tf1QqLy8XR44cEUII0dPTI8rLy7OO2b59u6itrU29bmxsFI2NjZGF0Qaq45jJcTQOysvLRU9P\njxBCiMOHDzumwx07dgxJhytWrBBNTU2RhTFOwk4PTF/6iUNZ2NvbK6qqqkQikRDV1dWiv79fCCFE\nd3e3mDNnTuq4zZs3i7KyMjFx4kSxYsWKyMKnS/kU9JyyyttC15freJPLe9XpkCOLEnE+tN44/Y3I\nLOzxJ5KPZeFQts60ybdW1u17cv1OBS9rf52O141J6TDyxuKBAwdQWVmJRCKB+fPn47PPPnM8bu3a\ntSgrK0vNNyfvhAbTZ4L8yMbpb0Rm4TRNIvlYFhKpZ1I6HB7amXNoaGjAHXfcgfr6etxyyy1YvXo1\nbr755iHH9PX14b777sOePXsAABdffDHq6upSvT2mYAaql8bGRgBw1QGRXPA+ZswYKxa86yqMTgGy\nR7LHP5NTj//s2bOjDBo5YJlnBpaF8eKnYRFGWmZ5P5RJ6VDqyOLTTz+NyspKTJ8+HTfffDNOnjw5\n5O9CCGzbtg1z584FkHsr9BdffBE1NTUoLi5GcXExqqur0dbWJjOoRHlx+hvpTvXuaERkP5aFROqp\nTofSGov79u3Ds88+i+3bt6O9vR3Dhg3DT3/60yHH9Pb2ori4GMOGnfrY0tJSx/m0hw8fHtIajnL+\nu+qpl1FMx6TCOP2NdKd8dzSKHZZ92WzvtGFZqJ7qOqhpadJGqtNhkZB091etWoXGxsbU0Ognn3yC\nv/u7v8O//uu/po75n//5H3z1q19FZ2cngFNDpHPmzMHbb7895Fz//u//jj/84Q/4zne+AwC4//77\n8aUvfQl33HGHjKASERlv8uTJePXVV1PTUy6//HK88847Q47ZsWMH7r333tTMjGSDMlnQEFEwS5cu\nxdlnn42lS5eiubkZ/f39WR03g4ODKC8vx9atW1FaWooZM2agpaWFDSoiMoLUaagLFixAe3s72tvb\n8c477wxpKALA6NGjMTAwkJqeeujQIZSWlmadh/Pf1ejq6sKFF15Y8Djbe1KJVDFpdzQiAjZu3IgF\nCxYAyL20Zvfu3Zg0aRImTJiAESNGYP78+diwYUPUQSUi8kVaY7GqqgrPP/88fv/73wM41aB4//33\nhxxTVFSEK664As899xyA3PNua2trsWXLFgwMDKC/vx8vvfQSamtrZQWVAuL0NzKBiZ0aJu2ORmQr\ndtoQqcXBC71IayxOmTIF999/P2pqajBt2jTU1NTgyJEjWcc1Nzfj4YcfRiKRQH9/PxYuXAgA2LNn\nDxYvXgwAGDlyJO666y7MmDEDFRUVuPvuu43bCdVUJ06cwHXXXYepU6fib//2b/HJJ59kHcOeVDKB\niZ0ajY2NGDZsWGp3tH379uGee+5xbPQlp58C4C6FRBKx04bIDCaW8yaSOg21vr4e7e3t+PWvf403\n33wTFRUVWcecd9552LVrFzo7O9Ha2ooRI0YAOPV4jMcffzx13A033IDOzk50dnamGiamcNvTceON\nN6KkpMRV70lU3n33XfzjP/4j9u7di7POOguPPvpo1jHsSSUT2N6poXp3NKKvfe1rjr9324t/6623\nIpFIYNq0aWhvbw8rmJ6x04Zs4qZOevDgQVxxxRX4yle+ggsuuAA//OEPFYR0KA5e6ENqY5FOcdPT\nAZxqEOv2SJDx48fjq1/9KgDguuuuw+uvv573ePakUpQ4PexzqndHI3rjjTeyfue2F3/z5s3Yv38/\nOjs78eMf/xi33HJLFEGWjp02pDs3ddIRI0Zg5cqV+N3vfoedO3fikUceUT76xsELfbCxGAI3PR0A\nMGvWLIwcOTLKoBWU3sgTQrAnlbTC6WGfSz6wvqOjA1u2bElN1Xd6YP27776L/fv3Y/ny5aqCSxY6\n44wzsn7nthc/vZysrKzEwMCAY0VPd+y0Id25qZOOGTMGf/ZnfwbgVLqeMmUKDh8+HGk4M3HwQh/D\nVQfAFCtXrkRraytOO+003HDDDbj00kuxYcMGXHrppZg5c+aQY930dOjq/fffx86dOzFz5kz8x3/8\nB2bNmpV1TLIntaGhwVVP6tixY9Ha2oqWlpYoLoEs1tjYCACp6WH5JDs1xowZw04NohA4VcKcevF3\n7drl6rhDhw6lyk5TJDttMjl12syePTvKoJHFwqyTdnV1ob29vWAnbNi8DF6wnA8XRxZdkj2ioaOi\noiKUl5fjkUcewdSpU/Hhhx86Tg1iTyqZgNPDiKLnpbzLfMyzKWUlkWph1UmPHTuGuXPn4gc/+IHj\nzIEoJQcvABQcvABYzodKkHTl5eWip6dHCCHE4cOHRXl5ec5jDxw4IC644IKogkYUG729vaKqqkok\nEglRXV0t+vv7hRBCdHd3izlz5qSO27x5sygrKxMTJ04UK1asUBVcIuOcccYZWb/bsWOHqK2tTb1e\nsWKFaGpqyjrupptuEi0tLanX5eXl4siRI+EElCjG3NZJjx8/LmpqasTKlSujDJ6jrq4uMXnyZHHd\nddeJKVOmiLlz54pPPvkk6ziW89EoEiKja48CW7p0KUaPHo2GhgY0NTVhYGAg5yY3XV1d+Ku/+iu8\n/fbbEYeSiIjIvzPPPBMfffTRkN+dOHEC5eXlePnllzF27FhUVFSgpaUla2bJ5s2bsWrVKmzevBk7\nd+7E7bff7rhRFREF46ZOKoTAggULMHr0aKxcuVJRSElXnIYaAjfTNAHgm9/8Jv7iL/4CHR0dGD9+\nPNasWaMqyERERJ44TWfLtwThsccew2OPPQYAmDNnDs4//3xMmjQJN910k+NOh0QUnJs66RtvvIGn\nn34a27Ztw/Tp0zF9+nTtdusndTiySERGiGo9E7NEotyiSIdMgxR3JqzfZTqND44sEhERERERUZZY\nPzrDhJ6bfNirQ1RYZjqJOt0zn6E4c4o/pqcJIqI4iXVjkYiIiOxmeuOUHTbkV764Y3q6oOiwsWgx\n0zMCFpDkVnpcScb7XPEn+Xvd04fqEVGiIPLl36akQSIiYmPRF6eKab5j8h1HREREeuC0WSKiodhY\npEixEU0yuBm1MEHmCEsUozGsDBMREZFbbCwSERFR5HSajsppsxQ3bmbJEQFsLLpWaP2Tl/fHJVG6\nGTVhIUxxEjQfCeOz0//GdEhERETp2FgkIiKiyJnWOcFOFSKKIzYWSRqVoyZEFBwrw0REZmOdi2Rj\nY5GIjJPZmGHhSKSXfMsPTO2MMDXcRDowPf3EuZ7BxmKaqCJCHNcvEpH+jVzmR0TmMT3d6pYPEtFQ\nbCwSkfHSK0useESLFVXKx5T4YeNIKJFt/ObXTMPBsLFI0kQ9amJ64mclldw8XzGKzwo7LXE2BZE6\nTH92YwOKwhb7xqLqCrvNmXiUFeEw2XyPbGRLvCOi6NmWx2fmg9zEioi8in1jkYhINRUjjGESQuS8\npvS/uT1XEiu4RETxILM8zDwXyxJv2Fik0Jk20pPe88qKLpE7uUYwZJ+T6YgoOKYls/nJX3m/ya+c\njUXTI5XbhJRrY4x86+/C2kyDDQu1ZFd2WdElki/qaXSmp1lTOukoWqbFa9PCm4npUC9h1LdtjqO+\nRxbDqviywUQ285puTE8DLCDJdlwDRqQOO2HJJPnqREHjca5zy0gfnhuL6YGRlUiT5/EzEsPGJZF7\nrNhSWKJ6fInquBukvEoeB6i/DoqHzLhqU7xLXhcbjHZxU37ku99ey58o8mQ3YfIbjkLnlpE+CjYW\nwwxEZsMzyPuDhgXIf4Ny/S2KKan5Pp/kiWJtpYr76FS59dIRw7hHXjk1pmScR2Vc1K28InIrDvGM\n6YkoPMNUB0A2TnujoIqKiqQUOpnniLogE0IM6Xn1+l6n/xORPDanrfT8J9/viGRgQ9F8bvIHN/Uz\nv3U4XfInt2FwG97IpqHK6iV2Oi8gt8BkhkGyyIj3tsRH9tqSV7Lyd13iHcsrIr0ky2imI9JZoZmC\nTmVKoXgd5vpEJ3x0hkRRrdkhckNm5ZaFMRFlcpoi7GZXaR2nuDuFScdw0lC8N6Qrp7zPKb7mGpjQ\nKf8pOA01GcgwA+v33Kqn+dmAU4Xs5yddpL+H6coOTOtyBCmvmK6IiIaSNf0013v8bBgj+9FpyfDk\nImPDnjDLFG1GFv1O+WOBS1SYn/TFtEXkLMgUdaYrtTJ766McCfVagSSi+AhryZ8M2jQWKVqmThUi\novxUVoYpvnSt5MRd+tonmY87KySKvMRrviVrnZeKRj/TVzBR7HZvM+t2Q9VF+vA3K2BERN5xV14K\niy5TsHUJhymcdvh284i3fMd4uQe5juM9JJtxZDEmgmRkpo065BpZUfHoivRpBaZ8f2QHEysvmaMg\n6f9m/t3t+ZKY/sh26WVNrsaU3/IoyOOXZKc9VXlbvs9l/kJJQeJnvs1uVMYx6SOLUfYEs9eZMmXG\nCRXxMdfzDWV9fhTX5BR+IvIvV77g9f2ZP6S/qO+VbvFCp/Dkm/FVaPQx13nYUCTbBW4sOm0znVko\nyswoMgvboAVwVFRlKjK/f10rJ14qTlF2YIR5/jDivVPacnt+XeMGmSesuKQijubrNPIy7U3WFLow\nsdJMUZE1u8Brg5HkUdXh5SWfMq1Tzktnh1dSpqG6rUzKKkhMuXFEsrhZkxHVxgVRhIMoKF3KiajC\nwenu3kSx4YWbc+t+v3Jdg9+RuaDXm/44NzflYub7nM6XeZ5C5Zju94zs49TRUWi6qtd4nU/gkUUv\nGa0uhXecOD3bK99rN3TqaQkyncsUXkYgVDDpu4wTU0d6ZITbKU6a9n045VNuZqhEmR6dwmPa92yj\nsDvm8zW8/J5TJcZXMlG+6dSy05m0NYvpvT35yLiAOCZs04bDo+L0kGu3lZUwvssw4mZm2gqzohh0\n04M4pk2ifPykiVyNXbfnZTmRWxSN20JlNde6EVGUguY3UhqLXiqzQPCdgtx8Bg1l8whjetidGo/5\nyAy/18aq33On/+vE7zV5TVtsKOrJ5JEer+k3U648SdX1+ymvvISfDUZKl1kW+o33+dJRoXO6OSaK\nuoPX82eGmemH6HN8ziINYUqlkniviIhITzaXT7kakmxgEpA77svehDGz0yV9xkLmT1ChNRZtzihU\n4LQVf2z/vmy/PiLKj3kAkXyFpn1n7nBswq78ZI98HRZhxEEpu6Hm4ma3KtJPrp2UTGXb9WRSkc5s\n/S6JiIicZJa1LAftFqQjLt9upU7nLrTG2Q2vcdPL9YU+DZWjYaSLOMVDpy2TiWxmQxwPut6YKCjZ\n6/jjtK6W9V1Kly8+uGnYhR2fvIxChjqymE/m8z5syzQymXh9to/I2YwFFqlmc75h87WRf4wX+nAa\nBQzacOWzTMmPQqOMud7j55x+uHn+orLGIhMb6cLPtACdmBJOIiIiE+WarcO6LLnhdvBF1/gUemOR\nFVn7Fco0dY8DuiZOmbh+mIiI4iTXGsNCs9q8PP5NxlozIt0pG1nMxMoshY3xKx5MvM8mhjnOWF4R\nqZNrSp9T48wprSaPDfuZrG6m91G8yIoPQZ5z7afs4nMWKTAu6tZLFPfC6TNYeaZ0zBeIKB/Z+YPX\nZ9Rlyhcev2FluUiyBY1TfuKyksYiKxBkAhPiqdtMgwUWkf78TuVn+ibKzU3HlQnlvU28Pjtc1vMD\nw3oOYVRUhT3UaahBe3lILd4TvYU9haaQXNN7og4HUdSYNxKp5aeMCVIupad5N+dhHkFR8jLl2U/c\nDK2xmO+5IUS6MDU+um0o5ssUnDKXXMd7WQ+S73iisORbR2hSfPTyMGdurkFxFHXc1qHhJ2O39iDr\n3Eh/YT6nl2sWKXRcuyRf5vcZxXoKdgCRF6ZP9yGKo0LPIvRaZpieB5gefqJcvNTNpYwspvfaeu3p\ndLMWw0uPikk9yBQNv5m97oWEm3ge1a6Nbp8hFAWdwuKWiWGOo6jKKzejpBxVJFLDSz7NtEg28NRY\nLFSAFXqvX3FsAMbtesPCCtUp6Y0Rp/87HRvkc4hUyNfo9rrmyC+v5VWhdFjoWnK9j4jUYlp0x0tn\nqZe9GsKclqmKjAEAP9fneWTRy03VaeSD4sfPtEkvmZWskfKwpX9erv/n+x2RF1GkoVzvTSpUrvhN\nhyrKK7+zdoj8KhTn8nW8yKob6sJvmjfpGsksfmciBYmTvqehJhNQZkJK/73X8wHZFYEwRj9IDt6D\n8LEjhUg/mZvMRFFeMb8lUkP2IAk589sIcmo3BPl8U0QZ3kBrFpMBDbrZRr7RDlMbiqzkq+fUIygz\n7vgdnYjjtGoiJ0HSQqH3hjm6mOu1qeUVyeG2shr2lGi3o/uFPtvNqJrbPSvSz2kqk8NO4bO53p+z\nsWjzRVN+su+9yrjkp+OCcZ/IP53SkNvHTOSjy7UQyeZ2Snf6sfnOk0/QhhbT4VBh520qG8ZBRxj9\nfh7lFtpzFolMl29qdPrrXO8jijOnyozbNFTob0HDQ0RERO6wsSiRih2KZLN9GgnZz8QeaBPDTETx\n4Wcki3UFCsLPBmh+zkmFDVMdANKDm4fnFhW5e4Bn8lxeHsir08N7M6+z0OvM95qgr68P1dXVKCsr\nQ01NDQYGBhyPa2trw+TJk5FIJNDc3BxxKMlUTuv6vKQhU9IRkRMvcdhPeeklDG5+wjo3RSOM7z2M\nOEnmYmORjJVZyJr2o1JTUxOqq6vR0dGBqqoqNDU1ZR0zODiIJUuWoK2tDXv37kVLSwv27dunILSk\nM9XpyOR0SEREVIjqDn4ljUXVFy1T0EqHLr1wuvT0swIXjY0bN2LBggUAgAULFmD9+vVZx+zevRuT\nJk3ChAkTMGLECMyfPx8bNmyIOqhE1rKpLDRNFDNg/JSdMspA1fUJ0zAdmsPLiLlNo92qO/iVNBZV\nXzSRjVauXImZM2fisssuw5o1a9DZ2YmHHnoIO3fuzDr26NGjKCkpAQCUlJTg6NGjWcd0d3dj/Pjx\nqdfjxo1Dd3d3eBfgQ5CRIpWjS0FGt9y+J4rKMAVjU1nI+KaO6tF500f3bUqHZCfVHfxKGouqL5py\nk7megaL1wQcfYPv27XjiiSewbds21NXV4dixY6isrMz7vlz3i/eQKFwsC81kyggjuWNbOgxz/WKQ\neKm6U0K3Tg2TOvilNRZNumgiGzU2NmLYsGEoKyvDU089hX379uGee+5xLDBKSkpw5MgRAEBPTw/O\nOeecrGNKS0tx8ODB1OuDBw9i3Lhx4V2AQiZWzMIMs4nfhy5YFnqn0ygT2YHpkHRnUge/tMaiSRct\nk58eHBvmT3vhdL25Ri91+V5sX8NQV1eHtWvXAgDWrl2La665JuuYSy65BJ2dnejq6sLx48fR2tqK\nurq6qINKMWZiOoxrWUiF2bSGSndMh6Q7kzr4pTUWTbpookJsX8OwbNkyvPTSSygrK8Mrr7yCZcuW\nAQAOHz6Mq6++GgAwfPhwrFq1CrW1tZg6dSrmzZuHKVOmqAy2NVhRdMfEdMiykEg9psNTbNzsJY6U\nd/ALBe68807R1NQkhBCisbFRNDQ0ZB3z2WefifPPP18cOHBAfPrpp2LatGli7969UsMBQOpP1J8b\n9fVF/aNSeXm5OHLkiBBCiJ6eHlFeXp51zPbt20VtbW3qdWNjo2hsbIwsjHETRVwJI96FHe6wz62S\n7elQl7LQC1vSYL6/6fajUm9vr7jyyitFIpEQ1dXVor+/3/G4F154QZSXl4tJkyal4rQpdEyHuscr\n1fEybnp7e0VVVVVWOuzu7hZz5sxJHbd582ZRVlYmJk6cKFasWCHt85XcbdUXnaS6AAg7oasOn24F\n5MMPPywqKyvFrFmzxJNPPik6OjrEgw8+KHbs2JF1bHFxcer/J0+eHPI66bnnnhOLFi1KvV63bp1Y\nsmSJ9HDTKVHElTDinZtwe/mbm/N6OY7pUB1dykIvbEmD+f6m249Kd955p2hubhZCCNHU1OTYkDpx\n4oSYOHGiOHDggDh+/LjyDg2vdEyHuscr1fEy6c033xQXXHCBmDRpkrj11ltzHrdixQoxadIkUV5e\nLl588cUIQ2iH4VBg1KhR2Lp1a9bvx44di02bNqVez549G7Nnz44yaFYR3CxgiOQahv379+P+++/H\nAw88gHnz5nENg2Uy70syHeT6vdPfKDxMh5+zsSw05X6YEk7VNm7ciFdffRXAqZ1CL7/88qzp4Ok7\nhQJI7RRqyrIFG9NhXNxyyy1YvXo1KioqMGfOHLS1teGqq64acszevXvR2tqKvXv3oru7G1deeSU6\nOjowbJiSB0IYSUljkUiFxsZGAEitYcgnuYZhzJgx1q1hIH3kq7Dm+pvbSq6ulWGmQyK1Vq5cidbW\nVpx22mm44YYbcOmll2LDhg249NJLMXPmzCHH+t0pdNeuXeFeBAWmaxmR9PDDD2PNmjUAgEWLFuG2\n224b8veenh589NFHqKioAABcf/31WL9+fVZjccOGDfjmN7+JESNGYMKECZg0aRJ2796dFdcpt1g3\nq4UGz20J8kPhUb6YmDzJt2i/0O91LzDjjOnQHDqnJdVltW5lPXcKJd3t2bMHP/nJT7B7927s3LkT\njz/+OH71q18NOaa7u3tIx2Bpaanj40wOHz485Dg+9sS7WDcWiXLhbqEki+qKpm4VVS+YDonk406h\npLvXX38dX//61/GlL30Jp59+Or7+9a/jtddek3Z+dnB4w2moRA64hkE/qhsuFD2mQ/0wHcZLcnS/\noaHB1ej+2LFj0draipaWFgWhtUfc01lRUdGQ70AIkdXAKy0txaFDh1KvDx06hNLS0qxzZXZm5DqO\ncuPIIvli4sOyiYiIyD2O7pMKs2bNwvr16/HJJ5/g448/xvr16zFr1qwhx5x77rk466yzsGvXLggh\nsG7dOsfOjLq6OjzzzDM4fvw4Dhw4gM7OztQ6R3KnSMS9+4J8Wbp0Kc4++2wsXboUzc3N6O/vz9oh\nbXBwEOXl5di6dStKS0sxY8YMtLS0sBAhIiIiopxWrlyJJ598EgCwePFi3HrrrVnH7NmzB9/61rfw\nySefYM6cOfjhD38IAPjFL36BN998E/feey8AYMWKFXjyyScxfPhw/OAHP0BtbW10F2IBNhZD0NfX\nh3nz5uG9997DhAkT8Oyzz6K4uDjruLa2Ntx+++0YHBzEokWL0NDQoCC0/kyePBmvvvpqaj3D5Zdf\njnfeeWfIMTt27MC9996LtrY2AEg1JpM9k0RERCaLQ3lPRPHGaaghaGpqQnV1NTo6OlBVVZU14gac\nGnVbsmQJ2trasHfvXrS0tGDfvn0KQvu5lStXYubMmbjsssuwZs0adHZ24qGHHsLOnTuzjvW7nTZ3\noCKSg1PBidQztbwnInKLjcUQbNy4EQsWLABw6iG269evzzom/SG2I0aMSD3EViVup01kDlZSidQz\ntbwnInKLjUWX4jDqxu20ySRnnHGG4+/djKRt2LAB06ZNw/Tp03HxxRfjlVdeCTOooWAllVT72te+\n5vh7t6PZt956KxKJBKZNm4b29vawgulZHMp7ig/OQqGg2N5BnZIAACAASURBVFh0iaNuQ/Fh2aSa\nUxpyO5J25ZVX4te//jXa29vxk5/8BN/+9rejCHJBrKSSSd54442s37lNg5s3b8b+/fvR2dmJH//4\nx7jllluiCLIrLO/JJpyFQkGxsegSR92G4nbapCO3I2mnn3566v/Hjh3D2WefHWUwc2IllUziNLrv\nNg2mj4xXVlZiYGDAscNDBZb3ZBPOQqGg2FgMQRxG3ZIPy+7o6MCWLVtSu785PSz73Xffxf79+7F8\n+XJVwaWY8DKStn79ekyZMgWzZ89ObbetGiupZBKneOk2DTodl/6AbVPEobwn/XAWCkWJjcUQcNSN\nSA0vI2nXXHMN9u3bh1/84hf4+7//+xBDFQ5WUklHXtJg5pO7TBwJZ3lPKnAWCkVpuOoA2Cg56pbJ\nadRt9uzZUQaNyGp+RtJmzZqFEydOoLe3F6NHjw47iNIsW7YM9fX1WL16der5bsCpSurixYuxadOm\nIZXUwcFBLFy4kJVUCpXbNJh53KFDh1BaWhpJGGVieU8qNDY2AkBqFko+yVkoY8aM4SwU8oUji0Rk\nDbcjaf/1X/+VGtV46623AMCohiLAqeCkJ7dpsK6uLlXJ3blzJ4qLi1NT5YhIHs5CoaA4skhERnKa\nNpNvJO2xxx4DANx000342c9+hqeeegojRozAGWecgWeeeSbSsBPZIEganDNnDjZv3oxJkybh9NNP\nx5o1ayINO1FccBYKBVUkMhcNEBERERERUexxGioRERERERFlYWORiIiIiIiIssR6zaLpWwVzBjGZ\nLg5pMA7XSERE/rGcIJ1xZJGIiIiIiIiyxHpkkYjM5qU309Se2zhcIxEREemJjcUcZA2ps/JGRERE\nRFFIr796rYPmqvuyLhtvbCwSkTGCdOIk36t7oSfjGp3oft1ERESkH65ZJCIiIiIioiyxH1kMewcn\nDukTEZHOTC+PuBMj2SyM+O31nEGmtpL5Yt9YJCL9ySgsdS/gVHVc5aP7d0ZERETh4jRUIiIiIiIi\nyhL7kcX0nvMop7JwSJ+oMLdp0uQ0JOMaOQ2PiMhsOkw39XpOk8teci/2jUUiIiIaKmglk5VIIiI7\nsLFIRGS4ZMWc6xKJspkexzlzgIhUYmMxTa4pqW4KGlnPRjO9UCOieDE9z2JFnIh0oGpZFFEhbCxa\nzPZKnO3XR4WZHgfc8HKNQUYYoxD2o4SS53c6HzvlKGr54mPmMUmMm0SkGzYWYyRfBVJmAaXq2ZK2\nXx8RUVhkdzCE3WHB/JaIKBo5G4umZ8RRL86XNX2Avd9EZBM3+aHTMYXyP7/nTf6e+Ws8yZyx4res\nz/c+N6ORZL9c9z+MThhOf5XD9DSb794HGlkMcySHozdyuE34QRupbitusu+fbteXjnGV4ixopUNW\np1u+Y5hGiYgoCrnKHLcdRLLaXH7KPl+NRS8VZ68BKnRujrx5U1RU5LnS5TUiqXwWnk7X5+V9jLtk\nMy9xnz3ZFAU/HYtRf7bTe1hWkC1Mj8te0rGXtkz67wqtt893Pi+j0V7rwVyzGALdpqSmb3rhtqLm\nZ2G+02dGQYfrC6vCG6fMlYjUMa0Rz8ZUvJh+n2WlJ1n1y1zfp+rvuVC69pru3XxHqq/ZBKE3Ft22\nXoP0vGXijScbyYzvftaIOZ0jVwWTaZDccjs7wG+Pq5fPcPu5JtG90RcV3XcKpvD4KauClLec4h5f\nfkYUM/9eKK/KVZ5lxjuZeZ3nxmKhdVl+hjvdJEpm8ME53YNClSiTMj2V1+emMur3c9xmPkE7ZdyM\nZBcaqU1/bUq8oegU6s32ms+7KVQLfXYQYXS6hFmJJTuZfu+DTO/z2olUqKzyUpn3cl7KFmRqeL58\nMuylSfkE6ZhMVyifd9tgdPsZhd7jurHotlDMdwFuApSLl0qBTkxo8MpuUOl2L6K6PlmZhN/z+u2U\nCXKsrnGaKGxuOk68VGTcVDZt6dhTyU/HhIydeWWEI2yF4pzqZSn56pZ+3pv+t1zlrNPvwxzBsZ3s\nuoWXe5GvLiVzVpTbtB00D8j1/uR3InNpgavGotfe00I3xM3NiLpCHnc6FlwymX59yXhfKFN02+uZ\nPGe+vxORszAqPLl+nyvvclOJDSLqNYxRN3RllglezxXWiLeXupqf6XJeOzDyvc+PqOt/+UZx3FyT\nzAYImSdfvuAnDwjaLsrXIVLIsMLB84eJg0iuzDQlM40V6vxJ//FzDiJbODXaCqWNMD4z/V+ifB0O\nTj/5zuN2GqeXmV6yGnluyyq/5/DynvTGINOiO1Hmk06fW+hesePcGXdDJTKY3x5PP+s73Zwv6gLT\nT8+tl3n6Ogird9qEa9ddrg4cP+uq/PYuZ34mp6OS7dyUVYVGUcIoI53+zrSYzc+sJtmzw2TMgAxT\nZvjCmOnh5RpDG1kkM/mdsmIKG69PdaZGRERqqeqoywxDvsaYyeUshcPrSHDmTCc37803fZP1J3cK\njiwGSdy5Wu46tNqJSH9uexP99sDpsKYk7GvM9XlkDqc1y0C0lW+Vn03uuBn5Sud3dC5IeHTIcwuR\nFdd1vkbSn055LqehRijIhiImTZ3L1xlgQkFRiJ/OjrCvN7NQZocM6UjHtGMK2dOwyE5eGnhuNuCI\navMNHQSpoxGFSXV81Lax6KVSwcoEkd28VJRVZ6p+hX2NUeaTXtaDeBkJ8RoG25gat4lMwnRmpkLr\n/AAz762s3eyDXLuSNYtud3XMHClx2qXLxgqBjnIt9na7BjDz3umWYGVfn5tzqORni3ciGsrtduVh\n0TV/IftlriPL5Gbn1bDCE0SQcly3eg3pyW1czdXmcduGkkmbkcVcveph9TqTPPnWptrA7/XpsA4u\n/XW+XVP9PnvHy3G6MC28fuhwjfnilupGVhD5pnzL2uHUSb4ec5Om+pE9dJm2KSudFUq/TGf602md\nXxBB6mRh0Kax6IWulQgqzPZ7p/P15dtswOlYoqiZEu+cGoxhMmnNOsWPigp5rk2fZJ6fzGZqQ1FH\nRjYWiSgcLCCJgmM6sgPvo954f4iiUbCxGOTxF15a9VyLqAc/PTEm3Ttbr8/LYxeAoelax+vJFIcR\nUNuuUbdpNLJkjvJFnY7cbBBkUtqmaIQVFwrlW6aO7rjdiCtfWuOu5Gq4Xb5matyUxUs5ocXIop9E\nSOrp/vy6oEy4Pr8Vci9T6FRfI5nHTdoBzI9bbtOR7OuMeyUnCmHETVXxPazH1bjpSDV5nV+QAY/0\n35uez6ni53vz0ulqWoeGl53EZZezrhqLhTb48LKg1E8mZPJmCLKEeX2yGwt+1/JE3fPp93N1ub6o\nMrhChV2YDecgW0KbkifE4RqTvGxglsm0a01XqJDXpfOJ7BDFiLfuM26iHnE3oVGs2z2SzYYyshC/\ns+MK1eEKfU+uH53h9jEC+Vr1YTd4dE+oOtJpVCmM+2fr9Xmdshj0OpOf57Yni8hWftNSWGkorDQf\nF5l1k7DrKlGx5Tr88Losw41832Vcv2fKL1e7JOr2SmQji5kf6nUr9EIBldkjwyF/iqMo47xOW1OH\n3XjVIS+JwzW64ZS3mzzd1cvaGafpUpkNHI5OEg3ltaxyqovmSmdO5y/0fooPN2Vz0Dy70DRamXHP\n15pFt/N8mUj0JePehTHfW1Zj3/brCzJ11u96lFxhZzqnTGFNyUqPg17XE8mKp14KeNlpiKMb4eH3\nF4zfzpwo14Z6Kff9/p0ok58O9nydiYU6KfLFf79TdbXY4Ib0YXtGaPv1OfFbaTdhDUbY4jBaY8M1\nOoVdxbT2TExDFCeM60R2CtRYlN1T6+e8zJz8CWP0TtbOVTJGAWy/viCf75fJjQmioOI05ZfiId8O\nngDjq1esj+rHz0acmX/3kw5kzgKRMSIelPKRxaCJiz23RN64bazqkK7CmArsR5jr32y8RlnrdoLs\naBh24ekmHam+p0REFCwv5l4oihuLLEjNJeve6VJRzsTrGyruGSW5J3s0W7e0k85t2Jh+SDduN+AI\nEncLpV/b0oXu+ZWOTNikzJZ4GiRuKh9ZdOIlg2LCjF7Y37nqhGn79XllWnhJjajyYlXx0U9FkGmH\nTBBkA45CG2a43XzDBqyPkq20bCwCwTbl0JXtGYmfdQ4mfScmXl+Qnk6d0xKRCl5mCjD9kM5kranS\nYT2VzjiFMTevO1oD8uKS27qRTfcuSH1Q28aiVzbdUCKZvE6FZVoi2fwW9Ko7W3JhGqF0buNpWCNs\nuqaTOOE9CEbGjtZenzuY63hb83frpqGS2YJESBMSqanXZ8J3mymKh826+TynY8LaDTrJpmv08tn5\nqIjDrASGw8T8iCgXxmeymdLGoozFwEyg9rD9Xsp69AYREakXdIdFwP5yTxaWhfYJa0frMB5NYbpC\nGwkV+g6Ujyz63S0yDjdXVzJ3/NLxPtp+fbpTWSmIavfaOFyjbExLRETmMq3MsYWM7115YzGJFQGz\npN8vPxFR9/tt+/URyRZGI5TpiEzC524SkW5klKPDcv1BCGH0j0qywlRUVJT6IbKdDmnXjSBpMg7X\nGDTPYr5np/T7yntrjr6+PlRXV6OsrAw1NTUYGBhwPK6trQ2TJ09GIpFAc3NzxKEkUk91uyfMdlPO\nxiKRW5mVADc/JrH9+ohIDVbEzeY13zexrGhqakJ1dTU6OjpQVVWFpqamrGMGBwexZMkStLW1Ye/e\nvWhpacG+ffsUhJaIwsDGosVU91KEPTqsOnxhX1+YTK+khvUd6nBvkky/Rj+dLCZUnmViRZx0t3Hj\nRixYsAAAsGDBAqxfvz7rmN27d2PSpEmYMGECRowYgfnz52PDhg1RB9U308tDorCxsSiJrEZAXCtN\nFC1WUkkW1Z0uJnfaxKEirgPVcUy3OLpy5UrMnDkTl112GdasWYPOzk489NBD2LlzZ9axR48eRUlJ\nCQCgpKQER48ezTqmu7sb48ePT70eN24curu7pYc7LCaVh0HihY55oAxs7IePjUWiGLKlkhpVpUxl\nJ04crtEmcamIFxoRjvOIse4++OADbN++HU888QS2bduGuro6HDt2DJWVlXnfl+9em8yW8jCuTGrs\nm0pJY5G9AETyxaWSSqQzVsRJd42NjRg2bBjKysrw1FNPYd++fbjnnnsc41pJSQmOHDkCAOjp6cE5\n55yTdUxpaSkOHjyYen3w4EGMGzcuvAtwgeVhfMShsa+63aSksWhLL4CsYXz2vpIMrKTKF4d0GYdr\njFIcKuIUH3V1dVi7di0AYO3atbjmmmuyjrnkkkvQ2dmJrq4uHD9+HK2trairq4s6qEPYVB6GPWVU\nxympbOwPpbrdpKSxGIdeANu57eUYGBjA3LlzMWXKFEydOtUxoetIdS+OH6ykEpnF1Iq4E047tdOy\nZcvw0ksvoaysDK+88gqWLVsGADh8+DCuvvpqAMDw4cOxatUq1NbWYurUqZg3bx6mTJmiMtgsDw1n\nU2NfBtXtJmmNRfYCxIubXg4AuO222zBnzhzs27cPv/nNb5QXIG6p7sUJm02VVLKXm06bgwcP4oor\nrsBXvvIVXHDBBfjhD3+oIKT+6FIRV72Bi24bwNDnRo0aha1bt6KjowNbtmxBcXExAGDs2LHYtGlT\n6rjZs2fj3Xffxf79+7F8+XJVwfWF5aF+4tDYN6ndJK2xyF6AwmzaKt5NL8eHH36I1157DTfeeCOA\nU5WeL3/5y5GG0y/VvThh06WSmk6H9BB22ozDNcrkptNmxIgRWLlyJX73u99h586deOSRR4zptIlD\nRdx2Js5CoaF0LA/d4GOJTjG1sW9Uu0koUF5eLnp6eoQQQhw+fFiUl5dnHbNjxw5RW1uber1ixQrR\n1NQkNRwAAv1E/XlBP7+Qhx9+WFRWVopZs2aJJ598UnR0dIgHH3xQ7NixI+vY4uLi1P9Pnjw55HVS\ne3u7qKioEN/61rfE9OnTxaJFi8THH38sPdxuyb6+5557TixatCj1et26dWLJkiXhBN5SUcTroOEJ\nmgbjcI1hKS8vF0eOHBFCCNHT0+NYVmT667/+a7F169awg0YkhBDizjvvFM3NzUIIIZqamkRDQ0PW\nMSdOnBATJ04UBw4cEMePHxfTpk0Te/fujTqopDE/eXBU5ZXu5URvb6+oqqoSiURCVFdXi/7+fiGE\nEN3d3WLOnDmp4zZv3izKysrExIkTxYoVK1QF1xfV7SYlaxZN7QWwnexejhMnTuCtt97CP/zDP+Ct\nt97C6aefnnO6ahSM6sWJsSh7RFX1vMbhGnORPfUmXVdXF9rb2wumaSJZbJ+FQqS7OMzQUN1uUtJY\nNHXIP5NtUwBkzxEfN24cxo0bhxkzZgAA5s6di7feeivci8gjDnPgiXQnu9Mm6dixY5g7dy5+8IMf\n4IwzzpAdbIoRk9YSkf1k1SltqKfGlep203ApZ/Eo2QuQyakXYPbs2VEGjVxK9nI0NDTk7OUYM2YM\nxo8fj46ODpSVlWHr1q34yle+oiC03rm5vvRenLFjx6K1tRUtLS0KQmu/OBRicbhG4FSnDYBUp00+\nyU6bMWPG5Oy0AYDPPvsM3/jGN3Ddddc5plVSo6+vD/PmzcN7772HCRMm4Nlnn031+qdra2vD7bff\njsHBQSxatAgNDQ0KQvu5ZIfG/v37cf/99+OBBx7AvHnzOAuFiJRQ3W5SMrJI5nPTywEAP/rRj3Dt\ntddi2rRp+M1vfoN/+Zd/URVkT1T34hCRu6k3QggsXLgQU6dOxe233x51ECkPU3eV5iwUIqLPFQnB\nfaeJiEg/fX19qK+vx/vvvz9kZOrw4cNYvHgxNm3ahNdffx2XXXYZLrroolRlvrGxEVdddZXi0NPk\nyZPx6quvphpUl19+Od55550hx+zYsQP33nsv2traACDVoEx20Olu6dKlGD16NBoaGtDU1ISBgYGs\nRvGJEydQXl6Ol19+GWPHjkVFRQVaWlrYuUhERlAyDZWIiKgQN1NvLr30Upw8eTLqoMXWypUr0dra\nitNOOw033HADLr30UmzYsAGXXnopZs6cOeRYv+v5du3aFe5FSLRs2TLU19dj9erVqQ4NAEM6NNJn\noQwODmLhwoVsKBKRMdhYJCIiIle4nm8o1WuJiIjCxsYiERERuSJ7gyKu5yMi0hs3uCEiIiLpVD8b\njIiIgmNjMQR9fX2orq5GWVkZampqMDAw4HhcW1sbJk+ejEQigebm5ohDSWQ3t+lwwoQJuOiiizB9\n+nRUVFREHEp/Pv30U8ybNw+JRAIzZ87Ee++953jcnj17cOGFFyKRSOC2226LOJQUd9xVmkidAwcO\noLKyEolEAvPnz8dnn33meNzatWtRVlbmarYAxRN3Qw3B0qVLcfbZZ2Pp0qVobm5Gf39/1u5og4OD\nKC8vx9atW1FaWooZM2ZwdzQiidykQwA477zzsGfPHowaNUpBKP159NFH8dvf/haPPvooWltb8fOf\n/xzPPPNM1nEVFRVYtWoVKioqMGfOHNx6663cJZSIyDLJqnz6GuD6+nrMnTsX9fX1uOWWWzBt2jTc\nfPPNQ97X19eHGTNmYM+ePQCAiy++GHv27HF8HirFF0cWQ7Bx40b8v/buPciK6s4D+HdYYK2NiwOs\nggxWUObO4KwoRF5WhKg4DODulK4KmKgTRWLcUFm2VgUqoTQxcWYSI/GFa3wtai2iZiOkhHF4aa0P\nQA1UTAZlqEB4zIBVzIyKMSDQ+8fsHe/c2933dPc53eec/n6qrBLo27cf5/U7r1tXVwcAqKurw8sv\nv1xwzNatW1FeXo4RI0agX79+mDNnDlatWhX3pRJZSyQfZunUZ3bPPfdg1KhRmDx5Mr75zW/iF7/4\nRcExufd29dVXY8OGDQXHtLe349NPP+0ZLb3xxht9nwEREZljz549qKysRF1dHUaPHo39+/f3/Jvj\nONi0aROuueYaAN514Kuvvopp06ahtLQUpaWlqK6u7vkZG6IsBouCli5dikmTJmHKlCl4+umn0dra\nivvuuw+bN28uODbsduEHDhxQdwNEFpCdD4HuntjLL78c48aNw+OPP670+ot555138D//8z/4/e9/\nj7Vr1+Ldd9913S0yt/zo27cvTjvtNHR0dBQck7tRSFlZGcsYIiKL7Nq1C9/73vfwhz/8oVeb8vDh\nwygtLUWfPt3NfK/yv62trVc9wbYouWGwKCi7XfgTTzyBTZs2oba2FkeOHEntduFESZCdDwHgzTff\nxLZt27B27Vo88sgj+N///V8Vly7kzTffxJVXXon+/fvj1FNPxT//8z9rNepJRET6+OpXv2rMWnsy\nF386QxC3CydKnux8CABnnnkmAOD000/HVVddha1bt2Ly5MlyL1xQSUlJr+DQK1AsKyvD3r17MWzY\nMBw/fhwff/xxwZrLsrKyXtOS9u/fj7KyMjUXTkREsfvKV77i+veDBw9GV1cXTp48iT59+niW/2Vl\nZXjttdd6/rxv3z5cdtllqi6XDMWRRQW4XThR8kTy4V/+8hd8+umnAIDPPvsMzc3NGD16dKzXmevr\nX/86fvvb3+Lo0aM4cuQIXnnlFdcR0dx7e+mllzB16tSCY84880wMGDAAW7ZsgeM4ePbZZ12fARER\n2aWkpASXXnopXnzxRQDedWBNTQ2am5vR1dWFzs5OrFu3DjU1NXFfLmmOwaIC3C6cKHki+fDgwYOY\nPHkyxowZg4kTJ+Kf/umfMG3atMSuedy4caitrcX555+PmTNnYvTo0TjttNMKjps7dy4OHz6MTCaD\nX/7yl712eR07dmzP/y9btgy33HILMpkMysvLuRMqEZFF/JY0NTY24v7770cmk0FnZyfmzp0LoPsn\nlebNmwcAGDhwIJYsWYLx48djwoQJuOuuu7gTKhXgT2cQEWnks88+w1e+8hX85S9/wTe+8Q08/vjj\nGDNmTNKXRURERCnENYtERBr5zne+g5aWFvz1r3/Ft7/9bQaKRERElBiOLBIREREREVEBjiwSkfaS\n+KkZ9qNR2pj0k07Mn5RGrAspCdzghoiIiIiIiApwZJGIrJbbK2rSyAkREVFYIiOCcdaJpte/aR5h\nZbBIRKQQK0iyRZi0YHr6JyJKOwaLREREZC3TA1Z22FCaFEvvpudnEzFYJCJjBW1EZY83obIJcq26\nTTciIiK1ZHQicJkGiWCwSERERKQIO3OIeosS6DLAjR+DRSIyig1TsoLcg98IY5jzZMmqZE2vrG1I\nT6rIHrnIZXq6ISJKi1QHi6ZXVmzkEBEVYoBCSZAxWsI0SkS6SXWwaDvTKx0Gw0REREREyWGwSESp\nk9Ruazp1gKialhq3oFNxTb1P2/i9N74jouKiLk0gEsVgMYQomVHHSjDI/ci4fk63ISIiIkonBrpm\nYbBIREYp1slga4Wj+r64wxxRNPn5xtayiPTFIIxUYLBYhOxMpsOoWtRF+LJ+902HZ0FEZsstP9go\nik6HZ8iOi2BMf0Y6pDlKHjtb9MVgMWVE12r5HSdrK38iFUTSsNvxcfD7LpnT29OaD1UEjmyIU1g2\n5EvuLGwuE9Mb6YnBIhERkSbcGnhsmBNRWpga5JpeTvs9dwaLLsIk1KCjGXFPsxG5rtzriDrCGPXa\nRM5pc8bMSsM9UrcgZUixdJH2UX/T7rXY9ca5i6vf6KzXNZj2vONmyvPhzsJEctnS+cdgkayk4qcR\ngk6/NbFACMOWn2AgIiIiikKnzj9ZGCzmCNr75/ayw6yZ0Xmjl6AjjOx5Todi6UHHtJx2QUYudS6T\niIiIKD4MFskqsgJ00WBIJIj2+x5KBt8H6SToMgYiFXTeWdj0Mlu350nq2FieM1ikQOsDwyZ+kc+r\nWPuYPa/Xv7mNgqnI4LaN1NhYGOrOlrQTB688r/sz1K2xLvq8VO3yS8nRLS2GxWUSlBSb2kkMFhXS\nfdMbW4gEoH7vIsy0ybCZ37YpmjYVhkQ6YF4iioZ5iHRhS1r0DBZNb9Da8oKIdMe8RiL8Okpk/5Yb\n0ySRHCbmJXZidotjRpcKxa5bx2u2nZSRxbDrv0ReuMg0wbgTTtDv02E6h1vm02XqUNw/il5sdDHM\ntFRWTkTdgv7cDtf92i1q/Zd0fS+DqY1207FeJpJDKFj0Kqzz/z7o+i+vnma/88qaRkh280sPfmsY\ngxwvazdcIqKsoB17ROQtzfWwqfcu87pNXLuuI99g0W9TEL/PeAV2bo3u/EAvylqw7HeQt7T/WHec\nREYxbZB/nzbdm41U9barLkdkpDEV6VS001P0+4L+MHqQc9OXgswYieO7iMg+bu1AE8tr32Ax6AhM\nLq+HIxIwipzP7zgTXwSFl9/4jSMgTjqNRZ3LL7OBq1tDSLfroUJR31GxIEmk7pK5sZXIz+nICOxU\nnpvIjak7C1O6hOlky1KZloNucJlEvhKpC4tOQxVZaBq04vcLGIPM7WejMBo+P/OEbQCLjHB6HQOw\nYRAH5kci9XRtVJIaUQY9iFTya3MB4X4H3O9zIp/1IrzBjd9QarEC1GttV7GAsFhBLTto9DufiilE\nJJft6wW90qWqqd1u3x1kpJENq3SJMqKvKr3KJOucYabCcmYNBRF15onIuUQ/oyI9Bjm/SAeryHnC\nYp6UT9USirjek+ryXEWaU/Y7i37rtcKej+QIs1ZD1rSxOOgUKMrq0PDrwAg7tTvMdbmdlz235MUv\nbfhNIc2KUl/IbDCLCNuolt0Jys4adVSONMo4t2hgFPb8Yb5X9ne61XW5wgaPYZexmL4PBKcYqxW1\nfRSmzRV0g0eR960sWMy9AJMyDplNpIEYJkDSncjU7uzfFTuPyHH530Nku6AdaGHrvyBTjJj3KKyo\nQZyszhHZ35n/HUEb60Ea5yJrphl4pZuqekJWfCWaPpUGi3GRPbIha7MdHUXpjSj2eYpPmKndfsdE\nGd2wZbcv0o/IpjFJ9eyLpvugZafX8WHzPHVTOTVZdClOmE44lqVfyqb3IOm+WAdykHxpWl6T0WGV\nRPpLqr2pIs8FaXPFcb9hv6OP5Oso4FbhqZgeR/4cWQNy3wAAIABJREFUx/EtNG2okLwypFcgRMWJ\nNMSZVymoNOZB0c0K/MrqIOeldIk61c2L7PQVNH3ny11+IXJtbvV//sijbKwTKUt1WS5rr4BiQo8s\nBg34TF/nZNK1pk0a5tz7TWuRUfESUTTMS8UlOYU2f7RC9rp8P3GPdMt8zmEannG+22JtybCzY0SO\nKzatlmVCODLbNGy7y6FsZDHpYWwi2+T2iGZ7Z3UoCJm/STcmp0lbZnoQUbJ0aSOkWVJludt7j5IW\nrFizSJQmSfTIR+25JYoizCYVOhK5D1nXHnUzEVv5bUqST9a7CLoGPOr3eP1dmPvxS7MiG7wkTfW1\n5OczXe7bZDLzS9LvRsZ3io5gq5h+mmVMsOj3sHSaPpLUZgsmM3Ehv2hDLA1TZE1k4swHWdesusFK\nRHryC5xkbxYV5yYlxe4rie/SoQyNI4igdIglWBTteTExaCA9hVmXIrugV7n7Xq4gFQI7LihONqc3\n3e+N9Wh0omVrsbaL7mmFgtFp5NRGqp6tqbv6hy3Lc2OvqPcc28iiqqFYke3FyZ9fRRd26pcu7yFs\nuhMZOQwz2i1zREjXTaN0effUmw5pI2mmpk1Tr5soaUnUi7rkV5b5elKVPlSmdeFg0Wu7/LgzhU6/\nQyJ670nPmabgRN9tXO9T504RXYJUIhuY2vtNdjK9fFc5SpU9t8nPh9TSLf+EbTsKBYvFpu4F/fIw\nC6ZFzknRyEzQYToTuCGDmdw6kvge1QqSv9K4XkW3CjoIr13sbHo/RDKZmtfJfnGX524/7yJDoJ/O\nyG7pLfpDqH4/hur3b27/7vV3fn8flOg2w9zavLiwz0j1Vs+iaVfF9+qYZkSet86jmjJwe3H7xLXZ\nRdBzc8OrdNKp/A96LaryjMxdf/2EbYeICNJOJXE65RfqJjSyGCVDiGz3GgQTEOUrNs1XZG1fsXTq\ndV4VFZWIuDaNEu08YbCVDD53cwRtgEZ9txyNJJ2p2kQuyKZ2RKrJaB8FLcv92qxhafvTGczgejBt\n62UZnRgqvk+FoJsP+V2ryOZRgN0/DaPjBk22Clr5qdgwSoWgPz9gc36ySdQA3sZ3mkTe83uOonkp\nvwPVr6NVdCaSrjv5c/1z8mx59toGi0Qkj8y1bVE/Q3rQrWHjJmz6SnK0O8r3Mg8SeQs6YhJ02Uk2\nQAyTp0woT02RdJkmq+M46H3IvO/8dBw1fWobLHJqm1yiO7IWK3TDDm2L9HCxsA1PxaZRUc7BKXBE\nRObTrS2msl7x2lPDj07PhswhOsKde3ySbSptg0VmQNKFDmnRq0DJ3xSqWE9SmPWXstcdk7sgU4ai\nTC/S5Z0Vm7oVpWNJhzzrJer6YdGOPyIZok7TpOSwfAgniWVKXuW6jM4aGfejZbDIwkmtKM+Qzz9Z\nxZ4/3y2ZRsVP9sTBa6OsKEFu0Dzo1sDgOiUzsfw1j65rFclsbpsyBiW7/NcyWPTDgJGI/Ji2KRPZ\nJan0JKOBQfYzZbMo3bDzRR9Mq/HTMljUPSGI9ibJ3uhA9+diK93WbERhy31QtzSVCbLulbveJsfk\nadNR6DLaG/b5q7hukzr+k35vREGoqOM8g0VmDpLJ5PRk8rUTJUlkLWyQNZqyjpOB5QJROqj43Tpd\n6HgPunSu0Je0HFk0RdwJmfPj46X77lRh2DRKSkRkApEyV2X9Xuz7i/0GLxUyre4nu8SdLxksErkQ\nzYimBfCs+Ek3puSdfOx4EcNnFB+dNouy7b2bWk6ZSKSjPiuN7yWJ/RgYLBKlhF8BY+IoqW1sa1zZ\nju+LKD7Mb8FxOmd6yW7PMVg0iMmNedMKLZOftRvRaVC23TcRUVRRpnHGJWjdKuOavUZ4gszM0eHZ\nEZkk6k80hdFH+hkFdHR0oLq6GhUVFZg2bRq6urpcj2tqasKoUaOQyWTQ2NgY81WS7hzHMfq/OJWU\nlAj9Z4Mkni+5s/E9+KUvG++XzBBkEyiRY0XrDLfzifwbqSdSFybVJqFovPKQqryVSLDY0NCA6upq\n7Ny5E1OnTkVDQ0PBMSdOnMD8+fPR1NSElpYWrFixAjt27EjgasOTUSja0pBnYRRO0gGtSQExkWqi\nI/RpT/tRywBd6j1Z71KHeyEiu8TZ4Z9IsLh69WrU1dUBAOrq6vDyyy8XHLN161aUl5djxIgR6Nev\nH+bMmYNVq1bFfalERLFgg1J/YUdaiOKga7p0+37mE/KSdNoI29mVdOe8ys59acHi0qVLMWnSJEyZ\nMgVPP/00Wltbcd9992Hz5s0Fxx46dAhDhgwBAAwZMgSHDh0qOObAgQM466yzev48fPhwHDhwQNbl\nUkyCZLi098YT2caGxmDSFThH9+MV5NmJNmpVv4uk05jpaZRLo4j8SQsWP/roI7z11lt44oknsGnT\nJtTW1uLIkSOYOHGi7+e8CtskGhlReuH8Pit6Pl16AWUIWwnoUnkQxc3GtG/b/aSNqY1/oiDSsjTK\nFCxH9CNtN9T6+noAQEVFBZ555hnfY4cMGYKDBw9i6NChaG9vxxlnnFFwTFlZGfbt29fz53379mH4\n8OGyLpeILGXazrtEFJ84ywWWQWZYvXo1Xn/9dQDdS6MuueSSgoAxd2kUgJ6lUeeee27clyuMdSHJ\nksiaxdraWixfvhwAsHz5clx55ZUFx4wbNw6tra3Ys2cPjh07hpUrV6K2tjbuS5W+PkW3tQSqBN1J\nTbdnYfu0FNvvj5Il0jPM3mMiUoVLo8wT13RtCi6RYHHRokVYt24dKioqsHHjRixatAgA0NbWhiuu\nuAIA0LdvXzz88MOoqalBVVUVZs+erXUPDtnF9mkpNt+faRVCmOvV+R7D3AvpI67ppHF3Fsq4pziv\nU+c8bgIblkZFxTRkj8Q7+J0UA2D0f6ROZWWlc/DgQcdxHKe9vd2prKwsOOatt95yampqev5cX1/v\n1NfXx3aNUZh2fyrzher8pTIf61DOyLiftJajhw8fdi6//HInk8k41dXVTmdnp+txa9eudSorK53y\n8nKnoaFB2fXE+TzifG+y7iuJtJV0Gk2DyspKp7293XEcx2lra3OtD99+++1e9eG9996rNC96YV0Y\n7DtkSTof3nHHHU5jY6PjOI7T0NDgLFy4sOCY48ePOyNHjnR2797tHDt2zLnggguclpYWKd+fyMii\nLhwNdgGL8h8FY/u0FNvvzyay8rGOZYGJ086TYvMIv26ipLWwn426HEOHvJH4iEYMTFoaRemU9E8O\npjpYpHSxfVqK7ffnJ0rwpWPAZZKkO81M7nRLugHgRmWgolMQRGLS0KFh09IoXco2Ks6kDn5pu6ES\n6c72HXttvz+bsLFsr6VLl2LlypXo378/brrpJlx88cVYtWoVLr74YkyaNKnXsWEbAFu2bFF7ExZj\n3gvG1p1Ccw0aNAjr168v+Pthw4bhlVde6fnzjBkzMGPGjDgvLVVUdVB5yQ+o4949NtvBv2vXLvzk\nJz/Bz372M8yePVvLDn6OLBK5sH1aii33J7MHlT2yJEOaR/jJDCaNaFB8dJt5Ybv6+nr06dOnp4N/\nx44duPvuu13L/GwHP4BEOvgZLFIotq9jsGlaihvb708nSU+zNHmapolMagCkRdJ5SLc8yA4NIu/d\njXVcO5x4B79DUv3pT39yJkyY4JSXlzuzZ892jh075nrcf/3XfzmZTMbJZDLO8uXLY77K6JLemYnS\nBTHvZMmikeJwxx139OyoWF9f71qOfvHFF84555zj7N692zl69KjSctQrn+n4H8XDpJ1C0yDufCHz\nnEmXGSaXOYcPH3amTp1asHP2gQMHnJkzZ/Yct2bNGqeiosIZOXKkc++990r7fpa4kl177bXOypUr\nHcdxnO9+97vOo48+WnDM4cOHnXPOOcfp7Ox0Ojs7e/7fJKb99AKZLW0VA3UT+WmJvXv3OpdccolT\nVVXl/OM//qPzwAMPJHCl4STdAMiXdGOM+VM/unVopB3zGiWB01ADuOqqqzBu3Dicd955ePzxxwv+\n3XEcbNq0Cddccw0A793tXn31VUybNg2lpaUoLS1FdXU1mpqalF9/MVzHQEQ6EdmJsV+/fli6dCn+\n+Mc/YvPmzXjkkUeM2Ykxu7HGzp070dzcjNLSUgDuG2t8+OGH2LVrFxYvXpzU5VIKcckCEXE31ACe\neuopDBw4EJ9//jkmTJiAq6++GoMGDer598OHD6O0tBR9+nTH4GVlZa7BUVtbW681J7oEUSbtzETp\n4nDtXCqJ7MQ4dOhQDB06FABw6qmn4txzz0VbWxsbqyEwn1E+7hSqF+ZRSgJHFgN44IEHMGbMGFx0\n0UXYv38/Wltbk74kqbgxAxGpJnsGQ649e/Zg27ZtRTu4iGSxfbM3IiIGi4Jee+01bNiwAZs3b8b2\n7dsxZswYHD16tNcxgwcPRldXF06ePAkA2L9/P8rKygrOZUMQlfjOTEQpZnIDVfZOjFlHjhzBNddc\ngwceeACnnnqq7MsmcpWGH60nonRjsCjok08+wcCBA3HKKafggw8+cO0FLykpwaWXXooXX3wRgHcQ\nVVNTg+bmZnR1daGzsxPr1q1DTU2N8nuQiesYiJJjcgNV9gwGAPjiiy9w9dVX4/rrr3ctc4lUWb16\nNerq6gB471OQ+6P1/fr16/nReiJyt2fPHowePbrocUePHsXs2bORyWQwadIk/PnPf3Y97r333sPo\n0aORyWTwb//2b7Iv13oMFgVNnz4dx48fR1VVFRYvXoyLLrrI9bjGxkbcf//9yGQy6OzsxNy5cwF0\nJ9R58+YBAAYOHIglS5Zg/PjxmDBhAu66666ejQ1MwY0ZiOTbs2cPRo0aheuvvx5VVVW49tpr8fnn\nnxccl5YGqsgMBsdxMHfuXFRVVWHBggVxXyJZiJu9EZnhySefxODBg9Ha2op///d/x8KFC12Pu+22\n2/Dkk0+itbUVra2tWmwqaRIGi4L69++PNWvWoKWlBb/5zW+wceNGTJkypeC4s88+G1u2bEFraytW\nrlyJfv36AQAuvPDCXjuo3nTTTT2JNtvoIyJ5TJ2quXPnTnzve99DS0sLBgwYgGXLlhUck5YGqsgM\nhjfffBPPPfccNm3ahLFjx2Ls2LFsCGjC1DzIH60nm5iaD0+cOIHvfOc7OO+881BTU4O//vWvBcfk\ndpxeffXV2LBhQ8Ex7e3t+PTTTzFhwgQAwI033ujawUreGCwSkZVMnap51lln9cxcuP766/HGG2/4\nHm9zA1VkBsPFF1+MkydPYvv27di2bRu2bduG6dOnJ3nZ9P9MzYPc7I1sYmo+bG1txfz58/GHP/wB\npaWl+PWvf11wTG6naN++fXHaaaeho6Oj4Jjc/Ob1SwXkjcEiEVnJ1KmauQ1Sx3HYQCVjmZoHg+Bm\nb6Q7U/Ph2WefjfPPPx9A9+y8PXv2JHo9acZgkYiMkYa1RHv37u25n//+7//G5MmTC45hA5WSkoY8\nGAQ3e6MkpCEf/u3f/m3P///N3/wNjh8/XnBMWVkZ9u7dCwA4fvw4Pv74416/f549Zv/+/T1/9vql\nAvLGYJGIjJGGtUSVlZV45JFHUFVVhY8//hi33XZbwTFsoFJS0pAHg+Bmb5QE5sNuuR2nL730EqZO\nnVpwzJlnnokBAwZgy5YtcBwHzz77LHfNDqhv0hdARCSqvr4eAHrWEvnJTtUcOnSoUVM1+/bti2ef\nfdb3mGwDNZ9bA3XGjBnSr5HSKw15kEh3aciH+QGsW0A7d+5c3HDDDchkMhg8eDCef/75nn8bO3Ys\ntm3bBgBYtmwZvv3tb+Pzzz/HzJkzua49oBLHcZykL4KISLY777wTgwcPxsKFC9HQ0ICurq6Chf3H\njx9HZWUlNmzYgGHDhmHChAlYsWJFYiNwe/bsQW1tLX7/+98n8v1EMpmYB4lsw3xIUTFYJCIrdXR0\nYNasWdi7dy9GjBiBF154AaWlpWhra8O8efN6RuDWrl2LBQsW4MSJE5g7dy6niBFJwjxIlDzmQ4rK\nN1g0dQ4z418iIr3EXZ+wHiAiIoqOaxaJiIiIiIhCMnWALcuvg5XBIhERacmv8jK9YiYiIjKB8mCR\nlX1yTH++nEZGRERERJQcjiwSERERERElKK5BkqCDSQwWKXG5mcP00VAiCiZs5Zj9HMsMIiIidSIF\ni1EjYE5RpShMTyOcZktEREREOuPIYkpECUyiBmVBvpujBUT2Y0cJERGllWl1IINFIiIiIkOZ3rlq\nWsOZKG0YLBLlKVZxxVkxsxFANvJL10wzRERE+igaLCZVcXPTE33E+S74romIiIjIFqZ3gnJkkVJH\n1cZMaQl03e4/LfdO6uWmJR0qWNPTtg7PkMwhml5MzxdEJI7BYkpkC/YwDYeolUKx72aloy/R9MKN\niYiIiIjsUzRY1KGXl1NSiYhIV/l1I+sp0pWsdhx/+owoPTiymDJuhXhSnQBxVyiq79Om6Zmcukbk\nTiRvcKSdiIiiEK0/4mivpTpYNL0iZ4OeiIiIiIhUCRQs5gdXItNDTQ5odOwddhxHq+sRYXIaSCud\nRqCJdME8QKaKM+1y6RCRXVI9skj2U7GhT5Bz2jQ1lSjt/DpMiYiIogjTPoxjsI7BYg6vBxukl0zk\n5USdhyx7dLHYbqWyewkZLJkpyo66REQUL5W7n7MeIEqPSMGiSKGie09s0OuREahFnd7KYMtfkHca\ntRdHt/RsGtPTMt9/utnSgcJ8SLpjGiVKTupHFktKSkIFjNnPhjmfaKHndi7TC0yiODDfEEXHfERE\nFI5NHQSpDxaJyA5+BbOJG0MRJYH5KH2izLDRsUHsdU0y0m7Q+2V+IRswWETvQk/GFENV0xRZ6MiR\n1HPk+1NHxwYLkWmYj8hEouk2ykg58walWezBos7rvfILjjBTVGXS7fkAwdZb6nj9ZCeTyhXT6PY8\nSR2d81EUzINEyWM+DPYdUZ+XzPKcI4tEZJWkO3lU0fF3X8letuajLOYn80VNnyJpIK48YHo6tK2s\n4G+F9sZgsYioFabb54NWUnElVNVrEFTfh22FFaVbXD+dQ5QWbnmK+clMfvV9HL87F/dO/1E3mwrz\nvIp9Lsx1mMCtzW7jfQbBYJHIUm6FfNoLPJPYOiWQxIRt3JE3nTdlMQ2foXrFNpvKUjUymtZ3LGtW\nRdQ6XGYdELXOYLCYIK/eChMyqNfoqAnXLhMbbRQH26cEEsWJ+clefnWyjPfudX7ZnXtBzqGiLZn2\n/JFNK2zjdWOwSGSBMLvBsRAk0kfQxmEu5mVyUyyAEU03aQ0ckrpvkXcV5tpER9b9ypc0TdG09b7C\nYLAYgWgmiTL1JYnEyqk6pJO4A1w2xImISBdudVDQUdLccwRp47n9SoDoZ0kdlb8l6obBYgSyfuCV\na5MoLJnTTHQKivw2dwHkX6uMtSFEYcicsqZT+pSxZjpMY5bIS1x5TYeAim1JkonBYozSuk6Clbl8\nYRtRJgRFIvcms3EsY22IjO9O8rxx91JSN1U7FCYlyPQ2k+4vTD4Nkqfi2MzItimn+e0pFTug+rXZ\nRL5bZfkZ9L7c6i6RNqlXnSd7TZ/qPBb0eF3aQ7owLljkCySyV7HRiKg/QxP0+7yOiUrFFv5hR2NN\naRyS3mQ0XsOcRyWvfAowP5E6uUFc2PrI62fbvKaV+vG6lqht8DjrrDD7OsgU12aQqmIk44LFNEk6\nGBaZSsGKMV5Re6B1mB7jRWRarOrRedXfWWzjgLAFvciGBG4NBbfv0zFtpE2xd6/bLBXRKacy1u3H\ncd8y85Pb+fyOj/O96pSGwtAlYFfRQFeV7qN0sKqc0RMmj+V+TiSPeR1v8yY9svRJ+gLSxqsCzW8o\nEqVZkILb1EJe1XWHOW/+5gemPlPSg6xpeV6dN3GmTxmjKSLBf+7/M/8Fp6odFfR9yP7+KPcUdqp3\nsfuV/ZzD5rGg+UbkeN1nOySFI4tEFoh7XQtFo8NzZgVIujE5TZp87UQmSCqP6VBfJ824YJEvjdLK\n5saIzvemagqqTsKuZaFk6JyW/Mha1wgkNxU3yiiP31S5MJuPhBFkzZvM86kkazMhP0Heh6xpqcWW\nZohcj8gmPWGXX6iavhnkOQcd9RWp5+IoW0SmqUcVddlSLuOCRZ2EzSjF5lizkUbkTWb+kLGRgMxr\nkXmOYtefXyFy3Ub88t9B2GljSZOVj7w25cj99/zjVcheR5B7cctP+dco8n5Fj087mQ1hUXE08L3O\nHeWewq6HjWMdbZQ6K/uZIHlGpJ7TuaxNCoNFKipsAcmKTl98N19KOkiUIUpjwK2Bm3tOIhFx5COZ\nG2wUE2Z0wS/YFR3BkJkHZWwoRMmTuczELU0UC6CCjoqLXkv280E/F7RDye940c+kHYNFIiKYGSTm\nCroTo8j52HBUz+sZm5oeo153ktPf/IjmKb8Gef55/I7PfoZ5MJi4npdoeggzVVKGMOmt2OdkXp/b\nuaLmseznogZ/uswq0qkOYLBYhOrh92I9HESknoy1IUmKcn1xTDUiMaa/A5H6LOo6q/zzxLFmKuh3\nBG2cciRDXJzPSXSUN4n3F7XMD9shI+teZeQxt/PIOp56409n+BBJVEx45nGcZH6qJInvJH9u7ySO\nDpu41oDE8TkiFfmopESPn5CIkp+CBMtJ3mv2WnV43lScyMigyLFukkgDMtZj5gq6npWDNsVxZNGH\n1+iCqh4KExIoN+ehOASZuiNzqpbK9Cu6oUzQEZMo00zzv4e9r8kJWqbq/I5k5qO4NhUR/Q6/6W+A\n+LQ/t1Er5j+14uikU7lWN+wx+XWNaLDplqZVjCqK/nuYKbKi9VzuM3ILuHULoqO+h6BrozmySETG\nilJg6tAgy6+sZF9TsUYqUVSy1zAFHRWIU7FGrN8x+VTeC2exFBJ9HiLvWCVV6cJvRpXI7qBhPxuU\nzDwWRNJli+44shiAV29GWCzM7cd3LEZkS+x8cT1b1d8juwIOMkUp+3dxj95QN50DI+oWND9l/16k\nAe52PPMfFVsX6JdWwq79E/3uKN/lRUYeC7rGOeia4rRjsEhE2hKZBqO6hz5uYdZgyJySQsmztXEi\nI52pSO+5DU9VG3hkmTit2CRhnmOQUce43p9XOsyfTuk1nVAkkPK6F5E8EHWdYRJ5zOszIh07Ye5X\nZWdg3B28DBYTYONiWh3uIUyPUdB520HPSeKKbYft9RmZgqwNCfPdYYJet+PyK69iOyuHWR+lQ54m\nO4j0+uenV5XT8XJl805+wOh1bP55RDt3gqyz8jqvTpKq55IegQ36vbI3b1F1jIzPBD1/sTowaB5z\nO1Z0lJb8MVgksoCsxlWUQChuQXt4RQKsOIk+Y7fjRP8u6r+RGrZ3KEVdH5b9t6Cj7CKC5J048hTz\nHwH2lwluiqX9pPIY82QhBosKpDHTk/l0SLdRA7igIxhR1obIuiaioOJIUzp0usg6L/OgHLLfR5xT\nGUXLcpmBAoOO3pgP1YhjSiqDRcninKKQBJsze9i57KJMe9dJUTE9y69hEXVtCJFtVHW6eJ07bH5i\nPkw3kQBQdPqvyIhz3Bu/EOmCwSKRIYo1yML21uraASB7nUXUKS1sAFDSgq7Hlp1mo3a6uB0XdFMO\nr/MSEZEaDBYTxMqO0k7XQJUoSWHzhaz8pHqtHjtn9KKyHI6jjI9rAxemSZLFtJlKfZK+gKCyu5bp\n2sgUrQRNSBymyj5fWRu++P0X57WIErk+r2OYNonSp1g5p/t/ZL+k05jJabSjowPV1dWoqKjAtGnT\n0NXV5XpcU1MTRo0ahUwmg8bGxpivknRmXLBoAr8Gt4kNcb8Cj8FFvII+7yAVF9+jWdgASJ5Ip4wb\nlpv20DEfMn1RroaGBlRXV2Pnzp2YOnUqGhoaCo45ceIE5s+fj6amJrS0tGDFihXYsWNHAlcbnI55\n0DYMFokkS2I0kdLH9gaA7kRHC2R20AQpW1j+xIP5kHS3evVq1NXVAQDq6urw8ssvFxyzdetWlJeX\nY8SIEejXrx/mzJmDVatWxX2poZieB6OOQMcxgs1gUaHcil2X4MG06ROknmjaFEkPTDPxsb0BQGQC\n5kNKwtKlSzFp0iRMmTIFTz/9NFpbW3Hfffdh8+bNBcceOnQIQ4YMAQAMGTIEhw4dKjjmwIEDOOus\ns3r+PHz4cBw4cEDdDUjEPKheqoPFpOewmzwHnojkYwPADkE6B8OOFHp9TpeOSZPZkg9ld1TL6gBn\nGo3uo48+wltvvYUnnngCmzZtQm1tLY4cOYKJEyf6fs6v3NCJLXnQFqkOFtNEdoBpSmGv06iuTEls\nmqPyeBVMXMdgewPAJm4N5/z3EHTaqMg5i31OJybmQYD5MG1MTKf19fXo06cPKioq8Mwzz2DHjh24\n++67XdPakCFDcPDgQQBAe3s7zjjjjIJjysrKsG/fvp4/79u3D8OHD1d3A0WkNQ/GNXAUtM6IPVjk\nyBgRxcHEdQy2NwAoXUzMg4Cd+VDVSKBoo1PXDg3A3HQqqra2FsuXLwcALF++HFdeeWXBMePGjUNr\nayv27NmDY8eOYeXKlaitrY37UnvYmAdNxpFFCkTXwj6twlbAqqYn6cT2dQwmNgBMlPRyA5OXK9ie\nBwHmQxvYnk4XLVqEdevWoaKiAhs3bsSiRYsAAG1tbbjiiisAAH379sXDDz+MmpoaVFVVYfbs2Tj3\n3HOTvGxhzIPqMVik1FCx4ZBOmxgVm8YW5RpFz6f6OXAdw5dsbwCQnpgHe2M+1BPT6ZcGDRqE9evX\nY+fOnWhubkZpaSkAYNiwYXjllVd6jpsxYwY+/PBD7Nq1C4sXL07qcgNjHlSvr+ovUNmzmX9uXUY2\nOjo6MHv2bPz5z3/GiBEj8MILL/RkzlxNTU1YsGABTpw4gVtuuQULFy5M4GqJzJFdx7Br1y785Cc/\nwc9+9jPMnj3b+nUMbrINgHxuDYAZM2bEeWlkMebB3kzLhyqft07vkuk0PUzLg0mImn6VB4tplJ3/\nfuedd6KxsRENDQ0Fc+Cz89/Xr1+PsrIyjB/Li1IHAAAfMElEQVQ/HrW1tcp6OrIJJUzwbnMhqfu9\nJT2NTDf19fUA0LOOwU92HcPQoUO5jsEgYTdT0j0v24J5kEzAdEokD6ehKmD7/HciE3AdA1GymAfj\nkfS6WJPX1QJMp0TFMFgUZMv89zBbuROZiOsYzBK14ahT45O6MQ+SCZhOSQVVe0iE+f7I53J8alZd\nfsct9zpEjlPRWFi8eDF++tOf9sx/f+eddzB79mzcddddBc9p4MCB6Ozs7PnzoEGD0NHR0euYX//6\n12hqasLjjz8OAHjuueewZcsWPPTQQ9Kuudj7K/ackg4U2egjskfU8ijod5lQfnB9OxGRHcK2mVXV\nVUGvx+86OLIoyMbffEmqt4OIKCobyinbf9+NiIjMx2BRAc5/J911dHSguroaFRUVmDZtGrq6ulyP\na2pqwqhRo5DJZNDY2BjzVRLZjevbiYjSLcjPnqn8iTQ/2gSLojdswkiYLvPfk160bvqid5txRINI\nDVvWtxPt3r0bEydORCaTwZw5c/DFF1+4Hrd8+XJUVFQI7TxKRObRJli0ie0/gErm44gG6SZsr6lu\nHYfZ33d74oknsGnTJtTW1uLIkSP8fTcyzsKFC/Ef//EfaG1txcCBA/Hkk08WHNPR0YEf//jH2Lp1\nK7Zu3Yof/ehHnjNViMhMDBaJ8nz/+99HJpPBBRdcgG3btrkeI9rjGieOaBAlz8b17WSfq666CuPG\njcN5553Xs9FeLsdxsGnTJlxzzTUAvDsVX331VUybNg2lpaUoLS1FdXU1mpqalF8/kW6Sno2ncjaf\nb7CY9IVz+iLFbc2aNdi1axdaW1vxq1/9CrfddpvrcSI9rnHjiAbpjPVAIa5vp6Q89dRTePfdd/HO\nO+/gwQcfLNix/fDhwygtLUWfPt3NxLKyMtfOwra2tl6dF+xUJLIPRxYpVZ555hlccMEFGDNmDG68\n8caCf8+dnjlx4kR0dXUVjLqJ9rjGjSMaRGbRZX07pc8DDzyAMWPG4KKLLsL+/fvR2tqa9CURkaYY\nLFJgojtkikznjNMf//hH/PSnP8WmTZuwfft2PPDAAwXHuE293L9/f69jRHtcdcYRDaLkcX07JeG1\n117Dhg0bsHnzZmzfvh1jxozB0aNHex0zePBgdHV14eTJkwCA/fv3o6ysrOBc7FQksh+DRQpEdIdM\n0emccdq4cSNmzZqFQYMGAQAGDhzoelz+FDYbp2NyRIOIKJ0++eQTDBw4EKeccgo++OAD13XtJSUl\nuPTSS/Hiiy8C8O5UrKmpQXNzM7q6utDZ2Yl169ahpqZG+T0QUXwYLFKPu+66q9do2w9+8AM8+OCD\nvY4R3SFTZDpn3EpKSoquZcrvJXXrTRXtcdUZRzSIiNJp+vTpOH78OKqqqrB48WJcdNFFrsc1Njbi\n/vvvRyaTQWdnJ+bOnQsAeO+99zBv3jwA3Z2uS5Yswfjx4zFhwgTcddddPfUJEdkhkWCRPwiup5tv\nvrnnN5JOnjyJlStX4oYbbuh1jOgOmSLTOeN22WWX4cUXX+xZyJ+/oB/onp6ZfQabN29GaWlpz66h\nWaI9rkTk7dRTT3X9e5Fy/4MPPsBFF12EU045Bb/4xS9UXiaRdfr37481a9agpaUFv/nNb7Bx40ZM\nmTKl4Lizzz4bW7ZsQWtrK1auXIl+/foBAC688MJeO6jedNNNaG1tRWtra08nMRFFJxov3XzzzRgy\nZAhGjx6t5DoSCRb5g+B6+upXv4rBgwdj+/btaG5uxte+9rWCqZpBpmTqNp2zqqoKP/jBD/CNb3wD\nY8aMwe23315wzMyZM3HOOeegvLwct956K5YtW9bzb1dccUXPpjBePa5EJMatPBAt9wcPHoyHHnrI\nNQ8TERHZQCReAro7bFT+ZE1fZWf2sXr1arz++usAuneSvOSSSwoeQO50RwA90x25ZkqtW265BU8/\n/TQOHTqEm2++ueDfRRezi0znTMKNN97ougtqrocfftj173OnZ2Z7XIlIHtFy//TTT8fpp5/eK08S\nERGZ4rPPPsOsWbNw4MABnDhxAkuWLMGsWbN6HSMSLwHA5MmTsWfPHmXXKm1kkT8IboerrroKTU1N\nePfdd10XqYvukCkynZOIKBfLfSIiSoOmpiaUlZVh+/bteP/99zF9+vSCY0TipThICxb5g+B26Nev\nHy677DLMmjXL9R347ZD52GOP4bHHHgPgP52TiMgNy30iIkqD888/H+vWrcOiRYvwxhtvYMCAAb7H\ne8VLcZA2DbW+vh4Aen4Q3E/2B8GHDh3KHwTXzMmTJ7F582a89NJLnsfMmDEDM2bMKPj7W2+9tdef\nvaZzEhG5YblPRERpkMlksG3bNrzyyiv44Q9/iKlTp2LJkiW9jhGJl+KQyAY3/EFwPbW0tCCTyeDy\nyy/HyJEjk74cIkqZoOV+sZ/CISIi0lF7eztOOeUUfOtb38Ltt9+O3/3udwXHiMRLcShxEqhtOzo6\nMGvWLOzduxcjRozACy+8gNLSUrS1tWHevHk9mxasXbsWCxYswIkTJzB37lz+zhsRkSUGDBiATz75\npODvvcr97BT3W2+9FQcPHsT48eP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      }
     ], 
     "prompt_number": 11
    }, 
    {
     "cell_type": "code", 
     "collapsed": true, 
     "input": [], 
     "language": "python", 
     "outputs": [], 
     "prompt_number": 11
    }
   ]
  }
 ]
}